AutoEncoder

Introduced by Hinton et al. in Reducing the Dimensionality of Data with Neural Networks

An Autoencoder is a bottleneck architecture that turns a high-dimensional input into a latent low-dimensional code (encoder), and then performs a reconstruction of the input with this latent code (the decoder).

Image: Michael Massi

Source: Reducing the Dimensionality of Data with Neural Networks

Latest Papers

PAPER DATE
BiTraP: Bi-directional Pedestrian Trajectory Prediction with Multi-modal Goal Estimation
Yu YaoElla AtkinsMatthew Johnson-RobersonRam VasudevanXiaoxiao Du
2020-07-29
Dreaming: Model-based Reinforcement Learning by Latent Imagination without Reconstruction
Masashi OkadaTadahiro Taniguchi
2020-07-29
Coupled Convolutional Neural Network with Adaptive Response Function Learning for Unsupervised Hyperspectral Super-Resolution
Ke ZhengLianru GaoWenzhi LiaoDanfeng HongBing ZhangXimin CuiJocelyn Chanussot
2020-07-28
A Deep Learning Framework for Generation and Analysis of Driving Scenario Trajectories
Andreas DemetriouHenrik AlfsvågSadegh RahrovaniMorteza Haghir Chehreghani
2020-07-28
Self-Expressing Autoencoders for Unsupervised Spoken Term Discovery
Saurabhchand BhatiJesús VillalbaPiotr ŻelaskoNajim Dehak
2020-07-26
Improved Slice-wise Tumour Detection in Brain MRIs by Computing Dissimilarities between Latent Representations
Alexandra-Ioana AlbuAlina EnescuLuigi Malagò
2020-07-24
It's LeVAsa not LevioSA! Latent Encodings for Valence-Arousal Structure Alignment
| Surabhi S. NathVishaal UdandaraoJainendra Shukla
2020-07-20
Moment-Matching Graph-Networks for Causal Inference
Michael Park
2020-07-20
Generalizing Variational Autoencoders with Hierarchical Empirical Bayes
Wei ChengGregory DarnellSohini RamachandranLorin Crawford
2020-07-20
Generative Adversarial Stacked Autoencoders for Facial Pose Normalization and Emotion Recognition
Ariel Ruiz-GarciaVasile PaladeMark ElshawMariette Awad
2020-07-19
Full Quaternion Representation of Color images: A Case Study on QSVD-based Color Image Compression
Alireza ParchamiMojtaba Mahdavi
2020-07-19
Semi Conditional Variational Auto-Encoder for Flow Reconstruction and Uncertainty Quantification from Limited Observations
Kristian GundersenAnna OleynikNello BlaserGuttorm Alendal
2020-07-19
A Robust Interactive Facial Animation Editing System
Eloïse BersonCatherine SoladiéVincent BarrielleNicolas Stoiber
2020-07-18
Channel-wise Autoregressive Entropy Models for Learned Image Compression
David MinnenSaurabh Singh
2020-07-17
Shape Prior Deformation for Categorical 6D Object Pose and Size Estimation
| Meng TianMarcelo H Ang JrGim Hee Lee
2020-07-16
Learning perturbation sets for robust machine learning
| Eric WongJ. Zico Kolter
2020-07-16
Video-based Remote Physiological Measurement via Cross-verified Feature Disentangling
| Xuesong NiuZitong YuHu HanXiaobai LiShiguang ShanGuoying Zhao
2020-07-16
In search of the weirdest galaxies in the Universe
| Job FormsmaTeymoor Saifollahi
2020-07-16
An Autoencoder Based Approach to Simulate Sports Games
Ashwin VaswaniRijul GangulyHet ShahSharan Ranjit SShrey PanditSamruddhi Bothara
2020-07-16
MTS-CycleGAN: An Adversarial-based Deep Mapping Learning Network for Multivariate Time Series Domain Adaptation Applied to the Ironmaking Industry
Cedric SchockaertHenri Hoyez
2020-07-15
VAE-LIME: Deep Generative Model Based Approach for Local Data-Driven Model Interpretability Applied to the Ironmaking Industry
Cedric SchockaertVadim MacherAlexander Schmitz
2020-07-15
Extendable and invertible manifold learning with geometry regularized autoencoders
Andrés F. DuqueSacha MorinGuy WolfKevin R. Moon
2020-07-14
Unsupervised Human 3D Pose Representation with Viewpoint and Pose Disentanglement
Qiang NieZiwei LiuYunhui Liu
2020-07-14
Relaxed-Responsibility Hierarchical Discrete VAEs
Matthew WillettsXenia MiscouridouStephen RobertsChris Holmes
2020-07-14
PRI-VAE: Principle-of-Relevant-Information Variational Autoencoders
Yanjun LiShujian YuJose C. PrincipeXiaolin LiDapeng Wu
2020-07-13
Drum Beats and Where To Find Them: Sampling Drum Patterns from a Latent Space
Alexey TikhonovIvan P. Yamshchikov
2020-07-13
Disentangled Variational Autoencoder based Multi-Label Classification with Covariance-Aware Multivariate Probit Model
| Junwen BaiShufeng KongCarla Gomes
2020-07-12
Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution
| Jing YaoDanfeng HongJocelyn ChanussotDeyu MengXiaoxiang ZhuZongben Xu
2020-07-10
Self-Reflective Variational Autoencoder
Ifigeneia ApostolopoulouElan RosenfeldArtur Dubrawski
2020-07-10
Localized Motion Artifact Reduction on Brain MRI Using Deep Learning with Effective Data Augmentation Techniques
Yijun ZhaoJacek OssowskiXuming WangShangjin LiOrrin DevinskySamantha P. MartinHeath R. Pardoe
2020-07-10
Numerical simulation, clustering and prediction of multi-component polymer precipitation
Pavan InguvaLachlan MasonIndranil PanMiselle HengardiOmar K. Matar
2020-07-10
Multi-task Regularization Based on Infrequent Classes for Audio Captioning
| Emre ÇakırKonstantinos DrossosTuomas Virtanen
2020-07-09
Deep Fiducial Inference
Gang LiJan Hannig
2020-07-08
Synthetic-to-Real Domain Adaptation for Lane Detection
Noa GarnettRoy UzielNetalee EfratDan Levi
2020-07-08
Benefiting Deep Latent Variable Models via Learning the Prior and Removing Latent Regularization
Rogan MorrowWei-Chen Chiu
2020-07-07
LabelEnc: A New Intermediate Supervision Method for Object Detection
Miao HaoYitao LiuXiangyu ZhangJian Sun
2020-07-07
README: REpresentation learning by fairness-Aware Disentangling MEthod
Sungho ParkDohyung KimSunhee HwangHyeran Byun
2020-07-07
Gradient Origin Networks
| Sam Bond-TaylorChris G. Willcocks
2020-07-06
Unsupervised Paraphrasing via Deep Reinforcement Learning
A. B. SiddiqueSamet OymakVagelis Hristidis
2020-07-05
Generative Modeling for Atmospheric Convection
Griffin MooersJens TuylsStephan MandtMichael PritchardTom Beucler
2020-07-03
Unsupervised Learning of Lagrangian Dynamics from Images for Prediction and Control
Yaofeng Desmond ZhongNaomi Ehrich Leonard
2020-07-03
AEGCN: An Autoencoder-Constrained Graph Convolutional Network
| Mingyuan MaSen NaHongyu WangJin Xu
2020-07-03
Deep Neural Networks for Nonlinear Model Order Reduction of Unsteady Flows
Hamidreza EivaziHadi VeisiMohammad Hossein NaderiVahid Esfahanian
2020-07-02
Camouflaged Chinese Spam Content Detection with Semi-supervised Generative Active Learning
Zhuoren JiangZhe GaoYu DuanYangyang KangChanglong SunQiong ZhangXiaozhong Liu
2020-07-01
Semi-Supervised Semantic Dependency Parsing Using CRF Autoencoders
| Zixia JiaYoumi MaJiong CaiKewei Tu
2020-07-01
Unsupervised Semantic Hashing with Pairwise Reconstruction
| Casper HansenChristian HansenJakob Grue SimonsenStephen AlstrupChristina Lioma
2020-07-01
SACNN: Self-Attention Convolutional Neural Network for Low-Dose CT Denoising With Self-Supervised Perceptual Loss Network
| Meng LiWilliam HsuXiaodong XieJason CongWen Gao
2020-07-01
Predicting Sample Collision with Neural Networks
Tuan TranJory DennyChinwe Ekenna
2020-06-30
Intrinsic Autoencoders for Joint Neural Rendering and Intrinsic Image Decomposition
Hassan Abu AlhaijaSiva Karthik MustikovelaJustus ThiesVarun JampaniMatthias NießnerAndreas GeigerCarsten Rother
2020-06-29
VAE-KRnet and its applications to variational Bayes
Xiaoliang WanShuangqing Wei
2020-06-29
Deep Generative Modeling for Mechanistic-based Learning and Design of Metamaterial Systems
Liwei WangYu-Chin ChanFaez AhmedZhao LiuPing ZhuWei Chen
2020-06-27
Anomaly Detection using Deep Reconstruction and Forecasting for Autonomous Systems
Nadarasar BahavanNavaratnarajah SumanSulhi CaderRuwinda RanganayakeDamitha SeneviratneVinu MaddumageGershom SeneviratneYasinha SupunIsuru WijesiriSuchitha DehigaspitiyaDumindu TisseraChamira Edussooriya
2020-06-25
A New Modal Autoencoder for Functionally Independent Feature Extraction
Yuzhu GuoKang PanSimeng LiZongchang HanKexin WangLi Li
2020-06-25
Interpretable Deep Models for Cardiac Resynchronisation Therapy Response Prediction
Esther Puyol-AntónChen ChenJames R. CloughBram RuijsinkBaldeep S. SidhuJustin GouldBradley PorterMark ElliottVishal MehtaDaniel RueckertChristopher A. RinaldiAndrew P. King
2020-06-24
Diffusion-Weighted Magnetic Resonance Brain Images Generation with Generative Adversarial Networks and Variational Autoencoders: A Comparison Study
Alejandro Ungría HirteMoritz PlatscherThomas JoyceJeremy J. HeitEric TranvinhChristian Federau
2020-06-24
Learning Disentangled Representations of Video with Missing Data
Armand Comas MassagueChi ZhangZlatan FericOctavia CampsRose Yu
2020-06-23
Anomaly Detection with Deep Perceptual Autoencoders
Nina TuluptcevaBart BakkerIrina FedulovaHeinrich SchulzDmitry V. Dylov
2020-06-23
Latent feature sharing: an adaptive approach to linear decomposition models
Adam FarooqYordan P. RaykovPetar RaykovMax A. Little
2020-06-22
Hierarchical Patch VAE-GAN: Generating Diverse Videos from a Single Sample
| Shir GurSagie BenaimLior Wolf
2020-06-22
Generating Annotated High-Fidelity Images Containing Multiple Coherent Objects
Bryan G. CardenasDevanshu AryaDeepak K. Gupta
2020-06-22
Phase space learning with neural networks
Jaime Lopez GarciaAngel Rivero Jimenez
2020-06-22
Missing Features Reconstruction Using a Wasserstein Generative Adversarial Imputation Network
Magda FriedjungováDaniel VašataMaksym BalatskoMarcel Jiřina
2020-06-21
A Data-driven Market Simulator for Small Data Environments
Hans BühlerBlanka HorvathTerry LyonsImanol Perez ArribasBen Wood
2020-06-21
Compositional Learning of Image-Text Query for Image Retrieval
Muhammad Umer AnwaarEgor LabintcevMartin Kleinsteuber
2020-06-19
Use of in-the-wild images for anomaly detection in face anti-spoofing
Latifah AbduhIoannis Ivrissimtzis
2020-06-18
Variational Autoencoder with Learned Latent Structure
| Marissa C. ConnorGregory H. CanalChristopher J. Rozell
2020-06-18
Neural Architecture Optimization with Graph VAE
Jian LiYong LiuJiankun LiuWeiping Wang
2020-06-18
Structured Stochastic Quasi-Newton Methods for Large-Scale Optimization Problems
Minghan YangDong XuYongfeng LiZaiwen WenMengyun Chen
2020-06-17
Disrupting Deepfakes with an Adversarial Attack that Survives Training
Eran Segalis
2020-06-17
Practical Quasi-Newton Methods for Training Deep Neural Networks
Donald GoldfarbYi RenAchraf Bahamou
2020-06-16
Robust Variational Autoencoder for Tabular Data with Beta Divergence
Haleh AkramiSergul AydoreRichard M. LeahyAnand A. Joshi
2020-06-15
Dissimilarity Mixture Autoencoder for Deep Clustering
| Juan S. LaraFabio A. González
2020-06-15
Cardiac Segmentation with Strong Anatomical Guarantees
Nathan PainchaudYoussef SkandaraniThierry JudgeOlivier BernardAlain LalandePierre-Marc Jodoin
2020-06-15
A Survey on Dynamic Network Embedding
Yu XieChunyi LiBin YuChen ZhangZhouhua Tang
2020-06-15
CompressNet: Generative Compression at Extremely Low Bitrates
Suraj Kiran RamanAditya RameshVijayakrishna NaganoorShubham DashGiridharan KumaraveluHonglak Lee
2020-06-14
Explaining Predictions by Approximating the Local Decision Boundary
Georgios VlassopoulosTim van ErvenHenry BrightonVlado Menkovski
2020-06-14
UWSpeech: Speech to Speech Translation for Unwritten Languages
Chen ZhangXu TanYi RenTao QinKejun ZhangTie-Yan Liu
2020-06-14
PCAAE: Principal Component Analysis Autoencoder for organising the latent space of generative networks
Chi-Hieu PhamSaïd LadjalAlasdair Newson
2020-06-14
PrimA6D: Rotational Primitive Reconstruction for Enhanced and Robust 6D Pose Estimation
MyungHwan JeonAyoung Kim
2020-06-14
High-Dimensional Similarity Search with Quantum-Assisted Variational Autoencoder
Nicholas GaoMax WilsonThomas VandalWalter VinciRamakrishna NemaniEleanor Rieffel
2020-06-13
Hybrid Attentional Memory Network for Computational drug repositioning
Jieyue HeXinxing YangZhuo Gonglbrahim Zamit
2020-06-12
Uncovering the Folding Landscape of RNA Secondary Structure with Deep Graph Embeddings
Egbert CastroAndrew BenzAlexander TongGuy WolfSmita Krishnaswamy
2020-06-12
Recurrent Neural Networks for Handover Management in Next-Generation Self-Organized Networks
Zoraze AliMarco MiozzoLorenza GiupponiPaolo DiniStojan DenicStavroula Vassaki
2020-06-11
Sensorimotor Visual Perception on Embodied System Using Free Energy Principle
Kanako EsakiTadayuki MatsumuraKiyoto ItoHiroyuki Mizuno
2020-06-11
End-to-end Sinkhorn Autoencoder with Noise Generator
Kamil DejaJan DubińskiPiotr NowakSandro WenzelTomasz Trzciński
2020-06-11
Novelty Detection via Robust Variational Autoencoding
Chieh-Hsin LaiDongmian ZouGilad Lerman
2020-06-09
Fast Modeling and Understanding Fluid Dynamics Systems with Encoder-Decoder Networks
Rohan ThavarajahXiang ZhaiZheren MaDavid Castineira
2020-06-09
AR-DAE: Towards Unbiased Neural Entropy Gradient Estimation
| Jae Hyun LimAaron CourvilleChristopher PalChin-Wei Huang
2020-06-09
tvGP-VAE: Tensor-variate Gaussian Process Prior Variational Autoencoder
Alex CampbellPietro Liò
2020-06-08
Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRI
Chen QinShuo WangChen ChenHuaqi QiuWenjia BaiDaniel Rueckert
2020-06-08
Fully Convolutional Mesh Autoencoder using Efficient Spatially Varying Kernels
Yi ZhouChenglei WuZimo LiChen CaoYuting YeJason SaragihHao LiYaser Sheikh
2020-06-08
Tuning a variational autoencoder for data accountability problem in the Mars Science Laboratory ground data system
Dounia LakhmiriRyan AlimoSebastien Le Digabel
2020-06-06
Classification Aware Neural Topic Model and its Application on a New COVID-19 Disinformation Corpus
Xingyi SongJohann PetrakYe JiangIknoor SinghDiana MaynardKalina Bontcheva
2020-06-05
Unsupervised Abnormality Detection Using Heterogeneous Autonomous Systems
Sayeed Shafayet ChowdhuryKazi Mejbaul IslamRouhan Noor
2020-06-05
Semi-supervised and Unsupervised Methods for Heart Sounds Classification in Restricted Data Environments
Balagopal UnnikrishnanPranshu Ranjan SinghXulei YangMatthew Chin Heng Chua
2020-06-04
Unsupervised clustering of Roman pottery profiles from their SSAE representation
Simone ParisottoAlessandro LaunaroNinetta LeoneCarola-Bibiane Schönlieb
2020-06-04
Data Augmentation for Enhancing EEG-based Emotion Recognition with Deep Generative Models
Yun LuoLi-Zhen ZhuZi-Yu WanBao-Liang Lu
2020-06-04
Open-Set Recognition with Gaussian Mixture Variational Autoencoders
Alexander CaoYuan LuoDiego Klabjan
2020-06-03
Improved acoustic word embeddings for zero-resource languages using multilingual transfer
| Herman KamperYevgen MatusevychSharon Goldwater
2020-06-02
Variational Mutual Information Maximization Framework for VAE Latent Codes with Continuous and Discrete Priors
| Andriy SerdegaDae-Shik Kim
2020-06-02
Semi-supervised deep learning for high-dimensional uncertainty quantification
Zequn WangMingyang Li
2020-06-01
High-Fidelity Audio Generation and Representation Learning with Guided Adversarial Autoencoder
Kazi Nazmul HaqueRajib RanaBjörn W Schuller
2020-06-01
Constrained Variational Autoencoder for improving EEG based Speech Recognition Systems
Gautam KrishnaCo TranMason CarnahanAhmed Tewfik
2020-06-01
Predicting Lymph Node Metastasis Using Histopathological Images Based on Multiple Instance Learning With Deep Graph Convolution
Yu Zhao Fan Yang Yuqi Fang Hailing Liu Niyun Zhou Jun Zhang Jiarui Sun Sen Yang Bjoern Menze Xinjuan Fan Jianhua Yao
2020-06-01
A Stochastic Conditioning Scheme for Diverse Human Motion Prediction
Sadegh Aliakbarian Fatemeh Sadat Saleh Mathieu Salzmann Lars Petersson Stephen Gould
2020-06-01
Local Implicit Grid Representations for 3D Scenes
Chiyu "Max" Jiang Avneesh Sud Ameesh Makadia Jingwei Huang Matthias Niessner Thomas Funkhouser
2020-06-01
3FabRec: Fast Few-Shot Face Alignment by Reconstruction
Bjorn Browatzki Christian Wallraven
2020-06-01
Multi-Scale Fusion Subspace Clustering Using Similarity Constraint
Zhiyuan Dang Cheng Deng Xu Yang Heng Huang
2020-06-01
Unsupervised Magnification of Posture Deviations Across Subjects
Michael Dorkenwald Uta Buchler Bjorn Ommer
2020-06-01
Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation
Mengshi Qi Jie Qin Yu Wu Yi Yang
2020-06-01
Video Instance Segmentation Tracking With a Modified VAE Architecture
Chung-Ching Lin Ying Hung Rogerio Feris Linglin He
2020-06-01
End-to-End Adversarial-Attention Network for Multi-Modal Clustering
Runwu Zhou Yi-Dong Shen
2020-06-01
Content-aware Neural Hashing for Cold-start Recommendation
| Casper HansenChristian HansenJakob Grue SimonsenStephen AlstrupChristina Lioma
2020-05-31
Introducing Latent Timbre Synthesis
K. TatarD. BisigP. Pasquier
2020-05-31
VMI-VAE: Variational Mutual Information Maximization Framework for VAE With Discrete and Continuous Priors
| Andriy SerdegaDae-Shik Kim
2020-05-28
Variational Autoencoder with Embedded Student-$t$ Mixture Model for Authorship Attribution
Benedikt BoenninghoffSteffen ZeilerRobert M. NickelDorothea Kolossa
2020-05-28
Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEs
| Dong Bok LeeSeanie LeeWoo Tae JeongDonghwan KimSung Ju Hwang
2020-05-28
Deep Learning on the 2-Dimensional Ising Model to Extract the Crossover Region with a Variational Autoencoder
Nicholas WalkerKa-Ming Tam
2020-05-28
Unsupervised Brain Abnormality Detection Using High Fidelity Image Reconstruction Networks
Kazuma KobayashiRyuichiro HatayaYusuke KuroseAmina BolatkanMototaka MiyakeHirokazu WatanabeMasamichi TakahashiNaoki MiharaJun ItamiTatsuya HaradaRyuji Hamamoto
2020-05-26
End-to-end Optimized Video Compression with MV-Residual Prediction
XiangJi WuZiwen ZhangJie FengLei ZhouJunmin Wu
2020-05-26
S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation
Yizhe ZhuMartin Renqiang MinAsim KadavHans Peter Graf
2020-05-23
On compression rate of quantum autoencoders: Control design, numerical and experimental realization
Hailan MaChang-Jiang HuangChunlin ChenDaoyi DongYuanlong WangRe-Bing WuGuo-Yong Xiang
2020-05-22
Revisiting Role of Autoencoders in Adversarial Settings
Byeong Cheon KimJung Uk KimHakmin LeeYong Man Ro
2020-05-21
Unsupposable Test-data Generation for Machine-learned Software
Naoto SatoHironobu KurumaHideto Ogawa
2020-05-21
Vector-quantized neural networks for acoustic unit discovery in the ZeroSpeech 2020 challenge
| Benjamin van NiekerkLeanne NortjeHerman Kamper
2020-05-19
AEVB-Comm: An Intelligent CommunicationSystem based on AEVBs
Raghu Vamshi HemadriAkshay RayaluruRahul Jashvantbhai Pandya
2020-05-19
Symbolic Pregression: Discovering Physical Laws from Raw Distorted Video
Silviu-Marian UdrescuMax Tegmark
2020-05-19
Anomaly Detection in Cloud Components
Mohammad Saiful IslamAndriy Miranskyy
2020-05-18
On the effectiveness of GAN generated cardiac MRIs for segmentation
Youssef SkandaraniNathan PainchaudPierre-Marc JodoinAlain Lalande
2020-05-18
AccentDB: A Database of Non-Native English Accents to Assist Neural Speech Recognition
Afroz AhamadAnkit AnandPranesh Bhargava
2020-05-16
Learning Joint Articulatory-Acoustic Representations with Normalizing Flows
Pramit SahaSidney Fels
2020-05-16
Inverse design of crystals using generalized invertible crystallographic representation
Zekun RenJuhwan NohSiyu TianFelipe OviedoGuangzong XingQiaohao LiangArmin AberleYi LiuQianxiao LiSenthilnath JayaveluKedar HippalgaonkarYousung JungTonio Buonassisi
2020-05-15
An Auto Encoder For Audio Dolphin Communication
Daniel KohlsdorfDenise HerzingThad Starner
2020-05-15
C3VQG: Category Consistent Cyclic Visual Question Generation
| Shagun UppalAnish MadanSarthak BhagatYi YuRajiv Ratn Shah
2020-05-15
Semi-supervised Neural Chord Estimation Based on a Variational Autoencoder with Discrete Labels and Continuous Textures of Chords
Yiming WuTristan CarsaultEita NakamuraKazuyoshi Yoshii
2020-05-14
W-Cell-Net: Multi-frame Interpolation of Cellular Microscopy Videos
Rohit SahaAbenezer TeklemariamIan HsuAlan M. Moses
2020-05-14
DiscreTalk: Text-to-Speech as a Machine Translation Problem
Tomoki HayashiShinji Watanabe
2020-05-12
Deep Latent Variable Model for Longitudinal Group Factor Analysis
Lin QiuVernon M. ChinchilliLin Lin
2020-05-11
Exploring TTS without T Using Biologically/Psychologically Motivated Neural Network Modules (ZeroSpeech 2020)
Takashi MoritaHiroki Koda
2020-05-11
SCAT: Second Chance Autoencoder for Textual Data
Somaieh GoudarzvandGharib GharibiYugyung Lee
2020-05-11
Getting High: High Fidelity Simulation of High Granularity Calorimeters with High Speed
Erik BuhmannSascha DiefenbacherEngin ErenFrank GaedeGregor KasieczkaAnatolii KorolKatja Krüger
2020-05-11
Efficient Privacy Preserving Edge Computing Framework for Image Classification
Omobayode FagbohungbeSheikh Rufsan RezaXishuang DongLijun Qian
2020-05-10
Variance Constrained Autoencoding
D. T. BraithwaiteM. O'ConnorW. B. Kleijn
2020-05-08
A Showcase of the Use of Autoencoders in Feature Learning Applications
David CharteFrancisco CharteMaría J. del JesusFrancisco Herrera
2020-05-08
Recent Developments Combining Ensemble Smoother and Deep Generative Networks for Facies History Matching
| Smith W. A. CanchumunJose D. B. CastroJúlia PotratzAlexandre A. EmerickMarco Aurelio C. Pacheco
2020-05-08
Interpreting Rate-Distortion of Variational Autoencoder and Using Model Uncertainty for Anomaly Detection
| Seonho ParkGeorge AdosoglouPanos M. Pardalos
2020-05-05
CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning
Yuanrui DongPeng ZhaoHanqiao YuCong ZhaoShusen Yang
2020-05-04
Autoencoders for strategic decision support
Sam VerbovenJeroen BerrevoetsChris WuytensBart BaesensWouter Verbeke
2020-05-03
KinGDOM: Knowledge-Guided DOMain adaptation for sentiment analysis
| Deepanway GhosalDevamanyu HazarikaAbhinaba RoyNavonil MajumderRada MihalceaSoujanya Poria
2020-05-02
Image fusion using symmetric skip autoencodervia an Adversarial Regulariser
Snigdha BhagatS. D. JoshiBrejesh Lall
2020-05-01
Universal Adversarial Attacks with Natural Triggers for Text Classification
| Liwei SongXinwei YuHsuan-Tung PengKarthik Narasimhan
2020-05-01
Comparing Methods for Measuring Dialect Similarity in Norwegian
Janne JohannessenAndre K{\aa}senKristin HagenAnders N{\o}klestadJoel Priestley
2020-05-01
Control, Generate, Augment: A Scalable Framework for Multi-Attribute Text Generation
Giuseppe RussoNora HollensteinClaudiu MusatCe Zhang
2020-04-30
Preventing Posterior Collapse with Levenshtein Variational Autoencoder
Serhii HavrylovIvan Titov
2020-04-30
Binary autoencoder with random binary weights
Viacheslav Osaulenko
2020-04-30
Learning to Rank Intents in Voice Assistants
Raviteja AnanthaSrinivas ChappidiWilliam Dawoodi
2020-04-30
Data-Space Inversion Using a Recurrent Autoencoder for Time-Series Parameterization
Su JiangLouis J. Durlofsky
2020-04-30
APo-VAE: Text Generation in Hyperbolic Space
Shuyang DaiZhe GanYu ChengChenyang TaoLawrence CarinJingjing Liu
2020-04-30
An Auto-Encoder Strategy for Adaptive Image Segmentation
| Evan M. YuJuan Eugenio IglesiasAdrian V. DalcaMert R. Sabuncu
2020-04-29
$β$-Variational Autoencoder as an Entanglement Classifier
Nahum SáItzhak Roditi
2020-04-29
An Explainable Deep Learning-based Prognostic Model for Rotating Machinery
Namkyoung LeeMichael H. AzarianMichael G. Pecht
2020-04-28
Identification of Cervical Pathology using Adversarial Neural Networks
Abhilash NandyRachana SathishDebdoot Sheet
2020-04-28
Evolving Inborn Knowledge For Fast Adaptation in Dynamic POMDP Problems
| Eseoghene Ben-IwhiwhuPawel LadoszJeffery DickWen-Hua ChenPraveen PillyAndrea Soltoggio
2020-04-27
Unsupervised Real Image Super-Resolution via Generative Variational AutoEncoder
Zhi-Song LiuWan-Chi SiuLi-Wen WangChu-Tak LiMarie-Paule CaniYui-Lam Chan
2020-04-27
A Batch Normalized Inference Network Keeps the KL Vanishing Away
| Qile ZhuJianlin SuWei BiXiaojiang LiuXiyao MaXiaolin LiDapeng Wu
2020-04-27
Autoencoding Neural Networks as Musical Audio Synthesizers
Joseph ColonelChristopher CurroSam Keene
2020-04-27
A Deeper Look at the Unsupervised Learning of Disentangled Representations in $β$-VAE from the Perspective of Core Object Recognition
Harshvardhan Sikka
2020-04-25
R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning
Irene LiAlexander FabbriSwapnil HingmireDragomir Radev
2020-04-22
Polarized-VAE: Proximity Based Disentangled Representation Learning for Text Generation
Vikash BalasubramanianIvan KobyzevHareesh BahuleyanIlya ShapiroOlga Vechtomova
2020-04-22
Fine-Grained Expression Manipulation via Structured Latent Space
Junshu TangZhiwen ShaoLizhuang Ma
2020-04-21
On the Compressive Power of Boolean Threshold Autoencoders
Avraham A. MelkmanSini GuoWai-Ki ChingPengyu LiuTatsuya Akutsu
2020-04-21
On the Encoder-Decoder Incompatibility in Variational Text Modeling and Beyond
Chen WuPrince Zizhuang WangWilliam Yang Wang
2020-04-20
Sparse aNETT for Solving Inverse Problems with Deep Learning
Daniel ObmannLinh NguyenJohannes SchwabMarkus Haltmeier
2020-04-20
Device Authentication Codes based on RF Fingerprinting using Deep Learning
Joshua BasseyXiangfang LiLijun Qian
2020-04-19
CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models
Mengyue YangFurui LiuZhitang ChenXinwei ShenJianye HaoJun Wang
2020-04-18
A Deep Learning Approach to Object Affordance Segmentation
Spyridon ThermosPetros DarasGerasimos Potamianos
2020-04-18
Fast and Accurate Deep Bidirectional Language Representations for Unsupervised Learning
| Joongbo ShinYoonhyung LeeSeunghyun YoonKyomin Jung
2020-04-17
Recommendation system using a deep learning and graph analysis approach
| Mahdi KheradAmir Jalaly Bidgoly
2020-04-17
Distributed Evolution of Deep Autoencoders
Jeff HajewskiSuely OliveiraXiaoyu Xing
2020-04-16
Conditioned Variational Autoencoder for top-N item recommendation
| Tommaso CarraroMirko PolatoFabio Aiolli
2020-04-16
The PAU Survey: Photometric redshifts using transfer learning from simulations
M. EriksenA. AlarconL. CabayolJ. CarreteroR. CasasF. J. CastanderJ. De VicenteE. FernandezJ. Garcia-BellidoE. GaztanagaH. HildebrandtH. HoekstraB. JoachimiR. MiquelC. PadillaE. SanchezI. Sevilla-NoarbeP. Tallada
2020-04-16
LOCA: LOcal Conformal Autoencoder for standardized data coordinates
Erez PeterfreundOfir LindenbaumFelix DietrichTom BertalanMatan GavishIoannis G. KevrekidisRonald R. Coifman
2020-04-15
Wasserstein Adversarial Autoencoders for Knowledge Graph Embedding based Drug-Drug Interaction Prediction
Yuanfei DaiChenhao GuoWenzhong GuoCarsten Eickhoff
2020-04-15
Data augmentation using generative networks to identify dementia
Bahman MirheidariYilin PanDaniel BlackburnRonan O'MalleyTraci WalkerAnnalena VenneriMarkus ReuberHeidi Christensen
2020-04-13
ControlVAE: Controllable Variational Autoencoder
Huajie ShaoShuochao YaoDachun SunAston ZhangShengzhong LiuDongxin LiuJun WangTarek Abdelzaher
2020-04-13
Y-net: Biomedical Image Segmentation and Clustering
Sharmin PathanAnant Tripathi
2020-04-12
Variational Autoencoders with Normalizing Flow Decoders
Rogan MorrowWei-Chen Chiu
2020-04-12
Multiresolution Convolutional Autoencoders
| Yuying LiuColin PonceSteven L. BruntonJ. Nathan Kutz
2020-04-10
SR2CNN: Zero-Shot Learning for Signal Recognition
Yihong DongXiaohan JiangHuaji ZhouYun LinQingjiang Shi
2020-04-10
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation
| Neerav KaraniErtunc ErdilKrishna ChaitanyaEnder Konukoglu
2020-04-09
Adversarial Latent Autoencoders
| Stanislav PidhorskyiDonald AdjerohGianfranco Doretto
2020-04-09
Anomaly Detection with SDAE
Benjamin SmithKevin CantGloria Wang
2020-04-09
Feedback Recurrent Autoencoder for Video Compression
Adam GolinskiReza PourrezaYang YangGuillaume SautiereTaco S Cohen
2020-04-09
DeepStreamCE: A Streaming Approach to Concept Evolution Detection in Deep Neural Networks
Lorraine ChambersMohamed Medhat GaberZahraa S. Abdallah
2020-04-08
Conditional Rap Lyrics Generation with Denoising Autoencoders
Nikola I. NikolovEric MalmiCurtis G. NorthcuttLoreto Parisi
2020-04-08
AI Giving Back to Statistics? Discovery of the Coordinate System of Univariate Distributions by Beta Variational Autoencoder
Alex Glushkovsky
2020-04-06
Establishing strong imputation performance of a denoising autoencoder in a wide range of missing data problems
Najmeh AbiriBjörn LinsePatrik EdénMattias Ohlsson
2020-04-06
Enhance Social Recommendation with Adversarial Graph Convolutional Networks
Junliang YuHongzhi YinJundong LiMin GaoZi HuangLizhen Cui
2020-04-05
Optimus: Organizing Sentences via Pre-trained Modeling of a Latent Space
| Chunyuan LiXiang GaoYuan LiXiujun LiBaolin PengYizhe ZhangJianfeng Gao
2020-04-05
Group Based Deep Shared Feature Learning for Fine-grained Image Classification
Xuelu LiVishal Monga
2020-04-04
Epitomic Variational Graph Autoencoder
| Rayyan Ahmad KhanMuhammad Umar AnwarMartin Kleinsteuber
2020-04-03
Guided Variational Autoencoder for Disentanglement Learning
Zheng DingYifan XuWeijian XuGaurav ParmarYang YangMax WellingZhuowen Tu
2020-04-02
Hybrid Neuro-Evolutionary Method for Predicting Wind Turbine Power Output
Mehdi NeshatMeysam Majidi NezhadEhsan AbbasnejadDaniele GroppiAzim HeydariLina Bertling TjernbergDavide Astiaso GarciaBradley AlexanderMarkus Wagner
2020-04-02
CogMol: Target-Specific and Selective Drug Design for COVID-19 Using Deep Generative Models
Vijil ChenthamarakshanPayel DasSamuel C. HoffmanHendrik StrobeltInkit PadhiKar Wai LimBenjamin HooverMatteo ManicaJannis BornTeodoro LainoAleksandra Mojsilovic
2020-04-02
Botnet Detection Using Recurrent Variational Autoencoder
Jeeyung KimAlex SimJinoh KimKesheng Wu
2020-04-01
Generalized Zero-Shot Learning Via Over-Complete Distribution
Rohit KeshariRicha SinghMayank Vatsa
2020-04-01
Mapping individual differences in cortical architecture using multi-view representation learning
Akrem SellamiFrançois-Xavier DupéBastien CagnaHachem KadriStéphane AyacheThierry ArtièresSylvain Takerkart
2020-04-01
Introduction to Rare-Event Predictive Modeling for Inferential Statisticians -- A Hands-On Application in the Prediction of Breakthrough Patents
Daniel HainRoman Jurowetzki
2020-03-30
VaPar Synth -- A Variational Parametric Model for Audio Synthesis
Krishna SubramaniPreeti RaoAlexandre D'Hooge
2020-03-30
Realistic Face Reenactment via Self-Supervised Disentangling of Identity and Pose
Xianfang ZengYusu PanMengmeng WangJiangning ZhangYong Liu
2020-03-29
Unsupervised feature learning for speech using correspondence and Siamese networks
Petri-Johan LastHerman A. EngelbrechtHerman Kamper
2020-03-28
Variational Transformers for Diverse Response Generation
| Zhaojiang LinGenta Indra WinataPeng XuZihan LiuPascale Fung
2020-03-28
Robust Classification of High-Dimensional Spectroscopy Data Using Deep Learning and Data Synthesis
James HoustonFrank G. GlavinMichael G. Madden
2020-03-26
A lower bound for the ELBO of the Bernoulli Variational Autoencoder
Robert SicksRalf KornStefanie Schwaar
2020-03-26
Generative ODE Modeling with Known Unknowns
Ori LinialDanny EytanUri Shalit
2020-03-24
Mirrored Autoencoders with Simplex Interpolation for Unsupervised Anomaly Detection
Y. WuY. BalajiB. VinzamuriS. Feizi
2020-03-24
How deep is your encoder: an analysis of features descriptors for an autoencoder-based audio-visual quality metric
Helard MartinezAndrew HinesMylene C. Q. Farias
2020-03-24
Learning a Probabilistic Strategy for Computational Imaging Sensor Selection
He SunAdrian V. DalcaKatherine L. Bouman
2020-03-23
Bipartite Link Prediction based on Topological Features via 2-hop Path
Jungwoon Shin
2020-03-19
Disentanglement with Hyperspherical Latent Spaces using Diffusion Variational Autoencoders
Luis A. Pérez Rey
2020-03-19
Local Implicit Grid Representations for 3D Scenes
Chiyu Max JiangAvneesh SudAmeesh MakadiaJingwei HuangMatthias NießnerThomas Funkhouser
2020-03-19
Anomaly Detection in Video Data Based on Probabilistic Latent Space Models
Giulia SlavicDamian CampoMohamad BaydounPablo MarinDavid MartinLucio MarcenaroCarlo Regazzoni
2020-03-17
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images
Cheryl SitalTom BroschDominique TioAlexander RaaijmakersJürgen Weese
2020-03-17
A Generative Learning Approach for Spatio-temporal Modeling in Connected Vehicular Network
Rong XiaYong XiaoYingyu LiMarwan KrunzDusit Niyato
2020-03-16
Unified Multi-Domain Learning and Data Imputation using Adversarial Autoencoder
Andre MendesJulian TogeliusLeandro dos Santos Coelho
2020-03-15
Perception of prosodic variation for speech synthesis using an unsupervised discrete representation of F0
| Zack HodariCatherine LaiSimon King
2020-03-14
On the effectiveness of convolutional autoencoders on image-based personalized recommender systems
E. Blanco-MalloB. RemeseiroV. Bolón-CanedoA. Alonso-Betanzos
2020-03-13
Skeleton Based Action Recognition using a Stacked Denoising Autoencoder with Constraints of Privileged Information
Zhize WuThomas WeiseLe ZouFei SunMing Tan
2020-03-12
Autoencoders
Dor BankNoam KoenigsteinRaja Giryes
2020-03-12
Fast Distance-based Anomaly Detection in Images Using an Inception-like Autoencoder
| Natasa Sarafijanovic-DjukicJesse Davis
2020-03-12
Multi-Objective Variational Autoencoder: an Application for Smart Infrastructure Maintenance
Ali AnaissiSeid Miad Zandavi
2020-03-11
Graph Convolutional Auto-encoder with Bi-decoder and Adaptive-sharing Adjacency
Rui ZhangYunxing ZhangXuelong Li
2020-03-10
Out-of-Distribution Detection in Multi-Label Datasets using Latent Space of $β$-VAE
Vijaya Kumar SundarShreyas RamakrishnaZahra RahiminasabArvind EaswaranAbhishek Dubey
2020-03-10
Generating Natural Language Adversarial Examples on a Large Scale with Generative Models
Yankun RenJianbin LinSiliang TangJun ZhouShuang YangYuan QiXiang Ren
2020-03-10
Single-view 2D CNNs with Fully Automatic Non-nodule Categorization for False Positive Reduction in Pulmonary Nodule Detection
Hyunjun EunDaeyeong KimChanho JungChangick Kim
2020-03-09
mmFall: Fall Detection using 4D MmWave Radar and a Hybrid Variational RNN AutoEncoder
| Feng JinArindam SenguptaSiyang Cao
2020-03-05
Forecasting Sequential Data using Consistent Koopman Autoencoders
Omri AzencotN. Benjamin ErichsonVanessa LinMichael W. Mahoney
2020-03-04
A Robust Speaker Clustering Method Based on Discrete Tied Variational Autoencoder
Chen FengJianzong WangTongxu LiJunqing PengJing Xiao
2020-03-04
Double Backpropagation for Training Autoencoders against Adversarial Attack
Chengjin SunSizhe ChenXiaolin Huang
2020-03-04
q-VAE for Disentangled Representation Learning and Latent Dynamical Systems
Taisuke Kobayashi
2020-03-04
Approximating the Hotelling Observer with Autoencoder-Learned Efficient Channels for Binary Signal Detection Tasks
Jason L. GranstedtWeimin ZhouMark A. Anastasio
2020-03-04
Automatic Differentiation Variational Inference with Mixtures
Warren R. MorningstarSharad M. VikramCusuh HamAndrew GallagherJoshua V. Dillon
2020-03-03
Compact Surjective Encoding Autoencoder for Unsupervised Novelty Detection
Jaewoo ParkYoon Gyo JungAndrew Beng Jin Teoh
2020-03-03
Single-exposure absorption imaging of ultracold atoms using deep learning
| Gal NessAnastasiya VainbaumConstantine ShkedrovYanay FlorshaimYoav Sagi
2020-03-03
Image Hashing by Minimizing Discrete Component-wise Wasserstein Distance
| Khoa D. DoanSaurav ManchandaSarkhan BadirliChandan K. Reddy
2020-02-29
Improved Image Coding Autoencoder With Deep Learning
Licheng XiaoHairong WangNam Ling
2020-02-28
An On-Device Federated Learning Approach for Cooperative Anomaly Detection
Rei ItoMineto TsukadaHiroki Matsutani
2020-02-27
CATA++: A Collaborative Dual Attentive Autoencoder Method for Recommending Scientific Articles
| Meshal AlfarhoodJianlin Cheng
2020-02-27
Face Verification Using 60~GHz 802.11 waveforms
Eran HofAmichai SanderovichEvyatar Hemo
2020-02-27
Supervised Dimensionality Reduction and Visualization using Centroid-encoder
Tomojit GhoshMichael Kirby
2020-02-27
NeurIPS 2019 Disentanglement Challenge: Improved Disentanglement through Learned Aggregation of Convolutional Feature Maps
| Maximilian SeitzerAndreas FoltynFelix P. Kemeth
2020-02-27
NestedVAE: Isolating Common Factors via Weak Supervision
Matthew J. VowelsNecati Cihan CamgozRichard Bowden
2020-02-26
Batch norm with entropic regularization turns deterministic autoencoders into generative models
Amur GhoseAbdullah RashwanPascal Poupart
2020-02-25
A Critical View of the Structural Causal Model
Tomer GalantiOfir NabatiLior Wolf
2020-02-23
Predictive Sampling with Forecasting Autoregressive Models
Auke WiggersEmiel Hoogeboom
2020-02-23
Adversarial Detection and Correction by Matching Prediction Distributions
| Giovanni VacantiArnaud Van Looveren
2020-02-21
Deep Energy Autoencoder for Noncoherent Multicarrier MU-SIMO Systems
Thien Van LuongYoungwook KoNgo Anh VienMichail MatthaiouHien Quoc Ngo
2020-02-20
Tourism Demand Forecasting with Tourist Attention: An Ensemble Deep Learning Approach
Shaolong SunYanzhao LiShouyang WangJu-e Guo
2020-02-19
Gravitational-wave parameter estimation with autoregressive neural network flows
Stephen R. GreenChristine SimpsonJonathan Gair
2020-02-18
Comparative Visual Analytics for Assessing Medical Records with Sequence Embedding
Rongchen GuoTakanori FujiwaraYiran LiKelly M. LimaSoman SenNam K. TranKwan-Liu Ma
2020-02-18
$π$VAE: Encoding stochastic process priors with variational autoencoders
Swapnil MishraSeth FlaxmanSamir Bhatt
2020-02-17
Hybrid Embedded Deep Stacked Sparse Autoencoder with w_LPPD SVM Ensemble
Yongming LiYan LeiPin WangYuchuan Liu
2020-02-17
Manifold-based Test Generation for Image Classifiers
Taejoon ByunAbhishek VijayakumarSanjai RayadurgamDarren Cofer
2020-02-15
Deep reconstruction of strange attractors from time series
| William Gilpin
2020-02-14
Graph Deconvolutional Generation
Daniel Flam-ShepherdTony WuAlan Aspuru-Guzik
2020-02-14
Uniform Interpolation Constrained Geodesic Learning on Data Manifold
Cong GengJia WangLi ChenWenbo BaoChu ChuZhiyong Gao
2020-02-12
Image Analysis Enhanced Event Detection from Geo-tagged Tweet Streams
Yi HanShanika KarunasekeraChristopher Leckie
2020-02-11
Neural Network Approximation of Graph Fourier Transforms for Sparse Sampling of Networked Flow Dynamics
Alessio PaganiZhuangkun WeiRicardo SilvaWeisi Guo
2020-02-11
Iterative energy-based projection on a normal data manifold for anomaly localization
David DehaeneOriel FrigoSébastien CombrexellePierre Eline
2020-02-10
AnomalyDAE: Dual autoencoder for anomaly detection on attributed networks
| Haoyi FanFengbin ZhangZuoyong Li
2020-02-10
Autoencoder-based time series clustering with energy applications
Guillaume RichardBenoît GrossinGuillaume GermaineGeorges HébrailAnne de Moliner
2020-02-10
Thermal to Visible Face Recognition Using Deep Autoencoders
| Alperen KantarcıHazım Kemal Ekenel
2020-02-10
Learning Autoencoders with Relational Regularization
| Hongteng XuDixin LuoRicardo HenaoSvati ShahLawrence Carin
2020-02-07
Can't Boil This Frog: Robustness of Online-Trained Autoencoder-Based Anomaly Detectors to Adversarial Poisoning Attacks
Moshe KravchikAsaf Shabtai
2020-02-07
Anomaly Detection using Deep Autoencoders for in-situ Wastewater Systems Monitoring Data
Stefania RussoAndy DischFrank BlumensaatKris Villez
2020-02-07
Unbalanced GANs: Pre-training the Generator of Generative Adversarial Network using Variational Autoencoder
Hyungrok HamTae Joon JunDaeyoung Kim
2020-02-06
Multilingual acoustic word embedding models for processing zero-resource languages
| Herman KamperYevgen MatusevychSharon Goldwater
2020-02-06
Residual-Recursion Autoencoder for Shape Illustration Images
Qianwei ZhouPeng TaoXiaoxin LiShengyong ChenFan ZhangHaigen Hu
2020-02-06
Generating diverse and natural text-to-speech samples using a quantized fine-grained VAE and auto-regressive prosody prior
Guangzhi SunYu ZhangRon J. WeissYuan CaoHeiga ZenAndrew RosenbergBhuvana RamabhadranYonghui Wu
2020-02-06
Structural Deep Clustering Network
| Deyu BoXiao WangChuan ShiMeiqi ZhuEmiao LuPeng Cui
2020-02-05
Anomaly Detection by One Class Latent Regularized Networks
Chengwei ChenPan ChenHaichuan SongYiqing TaoYuan XieShouhong DingLizhuang Ma
2020-02-05
Continuous Melody Generation via Disentangled Short-Term Representations and Structural Conditions
Ke ChenGus XiaShlomo Dubnov
2020-02-05
Privacy-Preserving Image Sharing via Sparsifying Layers on Convolutional Groups
| Sohrab FerdowsiBehrooz RazeghiTaras HolotyakFlavio P. CalmonSlava Voloshynovskiy
2020-02-04
Unsupervised Multiple Person Tracking using AutoEncoder-Based Lifted Multicuts
Kalun HoJanis KeuperMargret Keuper
2020-02-04
Defending Adversarial Attacks via Semantic Feature Manipulation
Shuo WangTianle ChenSurya NepalCarsten RudolphMarthie GroblerShangyu Chen
2020-02-03
A Hybrid Quantum enabled RBM Advantage: Convolutional Autoencoders For Quantum Image Compression and Generative Learning
Jennifer SleemanJohn DorbandMilton Halem
2020-01-31
Encoding-based Memory Modules for Recurrent Neural Networks
Antonio CartaAlessandro SperdutiDavide Bacciu
2020-01-31
Point Spread Function Modelling for Wide Field Small Aperture Telescopes with a Denoising Autoencoder
Peng JiaXiyu LiZhengyang LiWeinan WangDongmei Cai
2020-01-31
Deep Learning Based Unsupervised and Semi-supervised Classification for Keratoconus
Nicole HallettKai YiJosef DickChristopher HodgeGerard SuttonYu Guang WangJingjing You
2020-01-31
CosmoVAE: Variational Autoencoder for CMB Image Inpainting
| Kai YiYi GuoYanan FanJan HamannYu Guang Wang
2020-01-31
NAViDAd: A No-Reference Audio-Visual Quality Metric Based on a Deep Autoencoder
Helard MartinezM. C. FariasA. Hines
2020-01-30
Conditioning Autoencoder Latent Spaces for Real-Time Timbre Interpolation and Synthesis
Joseph T ColonelSam Keene
2020-01-30
The Whole Is Greater Than the Sum of Its Nonrigid Parts
Oshri HalimiIdo ImanuelOr LitanyGiovanni TrappoliniEmanuele RodolàLeonidas GuibasRon Kimmel
2020-01-27
Ensemble Noise Simulation to Handle Uncertainty about Gradient-based Adversarial Attacks
Rehana MahfuzRajeev SahayAly El Gamal
2020-01-26
Deep Non-Line-of-Sight Reconstruction
Javier Grau ChopiteMatthias B. HullinMichael WandJulian Iseringhausen
2020-01-24
An Explicit Local and Global Representation Disentanglement Framework with Applications in Deep Clustering and Unsupervised Object Detection
| Rujikorn CharakornYuttapong ThawornwattanaSirawaj ItthipuripatNick PawlowskiPoramate ManoonpongNat Dilokthanakul
2020-01-24
Variational Hierarchical Dialog Autoencoder for Dialog State Tracking Data Augmentation
Kang Min YooHanbit LeeFranck DernoncourtTrung BuiWalter ChangSang-goo Lee
2020-01-23
Semi-supervised Grasp Detection by Representation Learning in a Vector Quantized Latent Space
Mridul MahajanTryambak BhattacharjeeArya KrishnanPriya ShuklaG C Nandi
2020-01-23
Segmentation of Retinal Low-Cost Optical Coherence Tomography Images using Deep Learning
Timo KeppHelge SudkampClaus von der BurchardHendrik SchenkePeter KochGereon HüttmannJohann RoiderMattias P. HeinrichHeinz Handels
2020-01-23
Detecting Changes in Asset Co-Movement Using the Autoencoder Reconstruction Ratio
Bryan LimStefan ZohrenStephen Roberts
2020-01-23
A Deep Learning Algorithm for High-Dimensional Exploratory Item Factor Analysis
Christopher J. UrbanDaniel J. Bauer
2020-01-22
Unsupervised Representation Disentanglement using Cross Domain Features and Adversarial Learning in Variational Autoencoder based Voice Conversion
| Wen-Chin HuangHao LuoHsin-Te HwangChen-Chou LoYu-Huai PengYu TsaoHsin-Min Wang
2020-01-22
Toward a Controllable Disentanglement Network
Zengjie SongOluwasanmi KoyejoJiangshe Zhang
2020-01-22
CNN-based InSAR Denoising and Coherence Metric
Subhayan MukherjeeAaron ZimmerNavaneeth Kamballur KottayilXinyao SunParwant GhumanIrene Cheng
2020-01-20
Graph Attentional Autoencoder for Anticancer Hyperfood Prediction
Guadalupe GonzalezShunwang GongIvan LaponogovKirill VeselkovMichael Bronstein
2020-01-16
Autoencoders as Weight Initialization of Deep Classification Networks for Cancer versus Cancer Studies
Mafalda Falcao FerreiraRui CamachoLuis F. Teixeira
2020-01-15
Learning Style-Aware Symbolic Music Representations by Adversarial Autoencoders
| Andrea ValentiAntonio CartaDavide Bacciu
2020-01-15
SimEx: Express Prediction of Inter-dataset Similarity by a Fleet of Autoencoders
Inseok HwangJinho LeeFrank LiuMinsik Cho
2020-01-14
Unsupervised Any-to-Many Audiovisual Synthesis via Exemplar Autoencoders
| Kangle DengAayush BansalDeva Ramanan
2020-01-13
Deep Optimized Multiple Description Image Coding via Scalar Quantization Learning
| Lijun ZhaoHuihui BaiAnhong WangYao Zhao
2020-01-12
Disentangling Multiple Features in Video Sequences using Gaussian Processes in Variational Autoencoders
| Sarthak BhagatShagun UppalZhuyun YinNengli Lim
2020-01-08
Speech Enhancement based on Denoising Autoencoder with Multi-branched Encoders
Cheng YuRyandhimas E. ZezarioJonathan ShermanYi-Yen HsiehXugang LuHsin-Min WangYu Tsao
2020-01-06
Modeling Musical Structure with Artificial Neural Networks
Stefan Lattner
2020-01-06
End-To-End Trainable Video Super-Resolution Based on a New Mechanism for Implicit Motion Estimation and Compensation
Xiaohong LiuLingshi KongYang ZhouJiying ZhaoJun Chen
2020-01-05
General Partial Label Learning via Dual Bipartite Graph Autoencoder
Brian ChenBo WuAlireza ZareianHanwang ZhangShih-Fu Chang
2020-01-05
TED: A Pretrained Unsupervised Summarization Model with Theme Modeling and Denoising
Ziyi YangChenguang ZhuRobert GmyrMichael ZengXuedong HuangEric Darve
2020-01-03
Temporal-Spatial Neural Filter: Direction Informed End-to-End Multi-channel Target Speech Separation
Rongzhi GuYuexian Zou
2020-01-02
Latent Variables on Spheres for Sampling and Inference
Anonymous
2020-01-01
Deep Spike Decoder (DSD)
Anonymous
2020-01-01
Discriminative Variational Autoencoder for Continual Learning with Generative Replay
Anonymous
2020-01-01
Variable Complexity in the Univariate and Multivariate Structural Causal Model
Anonymous
2020-01-01
Autoencoder-based Initialization for Recurrent Neural Networks with a Linear Memory
Anonymous
2020-01-01
RaPP: Novelty Detection with Reconstruction along Projection Pathway
Anonymous
2020-01-01
Denoising Improves Latent Space Geometry in Text Autoencoders
Anonymous
2020-01-01
Relation-based Generalized Zero-shot Classification with the Domain Discriminator on the shared representation
Anonymous
2020-01-01
Detecting Change in Seasonal Pattern via Autoencoder and Temporal Regularization
Anonymous
2020-01-01
UNIVERSAL MODAL EMBEDDING OF DYNAMICS IN VIDEOS AND ITS APPLICATIONS
Anonymous
2020-01-01
Learning Deep-Latent Hierarchies by Stacking Wasserstein Autoencoders
Anonymous
2020-01-01
Deep End-to-end Unsupervised Anomaly Detection
Anonymous
2020-01-01
Anomalous Pattern Detection in Activations and Reconstruction Error of Autoencoders
Anonymous
2020-01-01
RATE-DISTORTION OPTIMIZATION GUIDED AUTOENCODER FOR GENERATIVE APPROACH
Anonymous
2020-01-01
Anomaly Detection and Localization in Images using Guided Attention
Anonymous
2020-01-01
Efficient and Information-Preserving Future Frame Prediction and Beyond
Anonymous
2020-01-01
EINS: Long Short-Term Memory with Extrapolated Input Network Simplification
Anonymous
2020-01-01
AE-OT: A NEW GENERATIVE MODEL BASED ON EXTENDED SEMI-DISCRETE OPTIMAL TRANSPORT
Anonymous
2020-01-01
Knockoff-Inspired Feature Selection via Generative Models
Anonymous
2020-01-01
iWGAN: an Autoencoder WGAN for Inference
Anonymous
2020-01-01
Hierarchical Bayes Autoencoders
Anonymous
2020-01-01
Localized Generations with Deep Neural Networks for Multi-Scale Structured Datasets
Anonymous
2020-01-01
Versatile Anomaly Detection with Outlier Preserving Distribution Mapping Autoencoders
Anonymous
2020-01-01
DIVA: Domain Invariant Variational Autoencoder
Anonymous
2020-01-01
Beyond GANs: Transforming without a Target Distribution
Anonymous
2020-01-01
Variational Autoencoders for Highly Multivariate Spatial Point Processes Intensities
Anonymous
2020-01-01
Generating Dialogue Responses From A Semantic Latent Space
Anonymous
2020-01-01
Meta-Learning for Variational Inference
Anonymous
2020-01-01
Wyner VAE: A Variational Autoencoder with Succinct Common Representation Learning
Anonymous
2020-01-01
LDMGAN: Reducing Mode Collapse in GANs with Latent Distribution Matching
Zhiwen ZuoLei ZhaoHuiming ZhangQihang MoHaibo ChenZhizhong WangAiLin LiLihong QiuWei XingDongming Lu
2020-01-01
Disentangled Representation Learning with Sequential Residual Variational Autoencoder
Nanxiang LiShabnam GhaffarzadeganLiu Ren
2020-01-01
Inf-VAE: A Variational Autoencoder Framework to Integrate Homophily and Influence in Diffusion Prediction
| Aravind SankarXinyang ZhangAdit KrishnanJiawei Han
2020-01-01
LIA: Latently Invertible Autoencoder with Adversarial Learning
Anonymous
2020-01-01
Disentangled Representation Learning with Wasserstein Total Correlation
Yijun XiaoWilliam Yang Wang
2019-12-30
The Usual Suspects? Reassessing Blame for VAE Posterior Collapse
Bin DaiZiyu WangDavid Wipf
2019-12-23
Mixture of Inference Networks for VAE-based Audio-visual Speech Enhancement
Mostafa SadeghiXavier Alameda-Pineda
2019-12-23
Multi-level Convolutional Autoencoder Networks for Parametric Prediction of Spatio-temporal Dynamics
Jiayang XuKarthik Duraisamy
2019-12-23
An Explainable Autoencoder For Collaborative Filtering Recommendation
Pegah Sagheb HaghighiOlurotimi SetonOlfa Nasraoui
2019-12-23
AdvCodec: Towards A Unified Framework for Adversarial Text Generation
| Boxin WangHengzhi PeiHan LiuBo Li
2019-12-22
Interpretable Embeddings From Molecular Simulations Using Gaussian Mixture Variational Autoencoders
| Yasemin Bozkurt VarolgunesTristan BereauJoseph F. Rudzinski
2019-12-22
Latent Variables on Spheres for Autoencoders in High Dimensions
Deli ZhaoJiapeng ZhuBo Zhang
2019-12-21
Deep Automodulators
Ari HeljakkaYuxin HouJuho KannalaArno Solin
2019-12-21
Style-based Variational Autoencoder for Real-World Super-Resolution
Xin MaYi LiHuaibo HuangMandi LuoTanhao HuRan He
2019-12-21
UWGAN: Underwater GAN for Real-world Underwater Color Restoration and Dehazing
| Nan WangYabin ZhouFenglei HanHaitao ZhuYaojing Zheng
2019-12-21
Data Augmentation by AutoEncoders for Unsupervised Anomaly Detection
Kasra BabaeiZhiYuan ChenTomas Maul
2019-12-21
Exploiting the potential of deep reinforcement learning for classification tasks in high-dimensional and unstructured data
Johan S. Obando-CeronVictor Romero CanoWalter Mayor Toro
2019-12-20
Pioneer dataset and automatic recognition of Urdu handwritten characters using a deep autoencoder and convolutional neural network
Hazrat AliAhsan UllahTalha IqbalShahid Khattak
2019-12-17
SGVAE: Sequential Graph Variational Autoencoder
Bowen JingEthan A. ChiJillian Tang
2019-12-17
Progressive VAE Training on Highly Sparse and Imbalanced Data
Dmitry UtyamishevInna Partin-Vaisband
2019-12-17
Towards Robust Toxic Content Classification
Keita KuritaAnna BelovaAntonios Anastasopoulos
2019-12-14
Shaping representations through communication: community size effect in artificial learning systems
Olivier TielemanAngeliki LazaridouShibl MouradCharles BlundellDoina Precup
2019-12-12
Variable Rate Deep Image Compression with Modulated Autoencoder
Fei YangLuis HerranzJoost van de WeijerJosé A. Iglesias GuitiánAntonio LópezMikhail Mozerov
2019-12-11
A Variational-Sequential Graph Autoencoder for Neural Architecture Performance Prediction
| David FriedeJovita LukasikHeiner StuckenschmidtMargret Keuper
2019-12-11
BINet: a binary inpainting network for deep patch-based image compression
| André NortjeWillie BrinkHerman A. EngelbrechtHerman Kamper
2019-12-11
A Closer Look at Disentangling in $β$-VAE
Harshvardhan SikkaWeishun ZhongJun YinCengiz Pehlevan
2019-12-11
Bayesian Variational Autoencoders for Unsupervised Out-of-Distribution Detection
Erik DaxbergerJosé Miguel Hernández-Lobato
2019-12-11
Performance Analysis of Deep Autoencoder and NCA Dimensionality Reduction Techniques with KNN, ENN and SVM Classifiers
Md. Abu Bakr SiddiqueShadman SakibMd. Abdur Rahman
2019-12-11
RODEO: Robust DE-aliasing autoencOder for Real-time Medical Image Reconstruction
Janki MehtaAngshul Majumdar
2019-12-11
Blind Denoising Autoencoder
Angshul Majumdar
2019-12-11
Majorization Minimization Technique for Optimally Solving Deep Dictionary Learning
Vanika SinghalAngshul Majumdar
2019-12-11
Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification
Vanika SinghalHemant K. AggarwalSnigdha TariyalAngshul Majumdar
2019-12-11
Semi-supervised Stacked Label Consistent Autoencoder for Reconstruction and Analysis of Biomedical Signals
Anupriya GognaAngshul MajumdarRabab Ward
2019-12-11
Discriminative Autoencoder for Feature Extraction: Application to Character Recognition
Anupriya GognaAngshul Majumdar
2019-12-11
Peek Inside the Closed World: Evaluating Autoencoder-Based Detection of DDoS to Cloud
Hang GuoXun FanAnh CaoGeoff OuthredJohn Heidemann
2019-12-11
Variational Autoencoder Trajectory Primitives with Continuous and Discrete Latent Codes
Takayuki OsaShuhei Ikemoto
2019-12-09
Oversampling Log Messages Using a Sequence Generative Adversarial Network for Anomaly Detection and Classification
Amir FarzadT. Aaron Gulliver
2019-12-09
Human-to-AI Coach: Improving Human Inputs to AI Systems
Johannes Schneider
2019-12-08
Deep Learning-Based Feature-Aware Data Modeling for Complex Physics Simulations
Qun LiuSubhashis HazarikaJohn M. PatchettJames Paul AhrensAyan Biswas
2019-12-08
Geometric Capsule Autoencoders for 3D Point Clouds
Nitish SrivastavaHanlin GohRuslan Salakhutdinov
2019-12-06
Representing Closed Transformation Paths in Encoded Network Latent Space
Marissa ConnorChristopher Rozell
2019-12-05
Generating 3D People in Scenes without People
| Yan ZhangMohamed HassanHeiko NeumannMichael J. BlackSiyu Tang
2019-12-05
Solving Forward and Inverse Problems Using Autoencoders
Hwan GohSheroze SheriffdeenTan Bui-Thanh
2019-12-05
A Path Towards Quantum Advantage in Training Deep Generative Models with Quantum Annealers
Walter VinciLorenzo BuffoniHossein SadeghiAmir KhoshamanEvgeny AndriyashMohammad H. Amin
2019-12-04
Efficient feature embedding of 3D brain MRI images for content-based image retrieval with deep metric learning
Yuto OngaShingo FujiyamaHayato AraiYusuke ChayamaHitoshi IyatomiKenichi Oishi
2019-12-04
KernelNet: A Data-Dependent Kernel Parameterization for Deep Generative Modeling
Yufan ZhouChangyou ChenJinhui Xu
2019-12-02
Information bottleneck through variational glasses
Slava VoloshynovskiyMouad KondahShideh RezaeifarOlga TaranTaras HolotyakDanilo Jimenez Rezende
2019-12-02
Financial Market Directional Forecasting With Stacked Denoising Autoencoder
Shaogao LvYongchao HouHongwei Zhou
2019-12-02
Semi-Supervised Learning of Bearing Anomaly Detection via Deep Variational Autoencoders
Shen ZhangFei YeBingnan WangThomas G. Habetler
2019-12-02
Long Distance Relationships without Time Travel: Boosting the Performance of a Sparse Predictive Autoencoder in Sequence Modeling
Jeremy GordonDavid RawlinsonSubutai Ahmad
2019-12-02
A Primal-Dual link between GANs and Autoencoders
Hisham HusainRichard NockRobert C. Williamson
2019-12-01
AGEM: Solving Linear Inverse Problems via Deep Priors and Sampling
| Bichuan GuoYuxing HanJiangtao Wen
2019-12-01
Dual Variational Generation for Low Shot Heterogeneous Face Recognition
Chaoyou FuXiang WuYibo HuHuaibo HuangRan He
2019-12-01
Learning-In-The-Loop Optimization: End-To-End Control And Co-Design Of Soft Robots Through Learned Deep Latent Representations
Andrew SpielbergAllan ZhaoYuanming HuTao DuWojciech MatusikDaniela Rus
2019-12-01
Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model
| Wenbo GongSebastian TschiatschekSebastian NowozinRichard E. TurnerJosé Miguel Hernández-LobatoCheng Zhang
2019-12-01
BehaveNet: nonlinear embedding and Bayesian neural decoding of behavioral videos
| Eleanor BattyMatthew WhitewayShreya SaxenaDan BidermanTaiga AbeSimon MusallWinthrop GillisJeffrey MarkowitzAnne ChurchlandJohn P. CunninghamSandeep R. DattaScott LindermanLiam Paninski
2019-12-01
Using VAEs and Normalizing Flows for One-shot Text-To-Speech Synthesis of Expressive Speech
Vatsal AggarwalMarius CotescuNishant PrateekJaime Lorenzo-TruebaRoberto Barra-Chicote
2019-11-28
A Case for the Score: Identifying Image Anomalies using Variational Autoencoder Gradients
David ZimmererJens PetersenSimon A. A. KohlKlaus H. Maier-Hein
2019-11-28
SAG-VAE: End-to-end Joint Inference of Data Representations and Feature Relations
Chen WangChengyuan DengVladimir Ivanov
2019-11-27
Benefits of Jointly Training Autoencoders: An Improved Neural Tangent Kernel Analysis
Thanh V. NguyenRaymond K. W. WongChinmay Hegde
2019-11-27
Novelty Detection Via Blurring
Sungik ChoiSae-Young Chung
2019-11-27
Potential of deep features for opinion-unaware, distortion-unaware, no-reference image quality assessment
| Subhayan MukherjeeGiuseppe ValenziseIrene Cheng
2019-11-27
Universal EEG Encoder for Learning Diverse Intelligent Tasks
Baani Leen Kaur JollyPalash AggrawalSurabhi S NathViresh GuptaManraj Singh GroverRajiv Ratn Shah
2019-11-26
Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild
| Shangzhe WuChristian RupprechtAndrea Vedaldi
2019-11-25
StructEdit: Learning Structural Shape Variations
| Kaichun MoPaul GuerreroLi YiHao SuPeter WonkaNiloy MitraLeonidas J. Guibas
2019-11-25
PQ-NET: A Generative Part Seq2Seq Network for 3D Shapes
| Rundi WuYixin ZhuangKai XuHao ZhangBaoquan Chen
2019-11-25
Deep Image-to-Video Adaptation and Fusion Networks for Action Recognition
Yang LiuZhaoyang LuJing LiTao YangChao Yao
2019-11-25
Attribute Restoration Framework for Anomaly Detection
| Chaoqin HuangFei YeJinkun CaoMaosen LiYa ZhangCewu Lu
2019-11-25
Latent space conditioning for improved classification and anomaly detection
Erik NorlanderAlexandros Sopasakis
2019-11-24
3FabRec: Fast Few-shot Face alignment by Reconstruction
Bjoern BrowatzkiChristian Wallraven
2019-11-24
Learning Weighted Submanifolds with Variational Autoencoders and Riemannian Variational Autoencoders
Nina MiolaneSusan Holmes
2019-11-19
Low Complexity Autoencoder based End-to-End Learning of Coded Communications Systems
Nuwanthika RajapakshaNandana RajathevaMatti Latva-aho
2019-11-19
Attention Guided Anomaly Localization in Images
Shashanka VenkataramananKuan-Chuan PengRajat Vikram SinghAbhijit Mahalanobis
2019-11-19
The Effectiveness of Variational Autoencoders for Active Learning
Farhad Pourkamali-AnarakiMichael B. Wakin
2019-11-18
An explanation method for Siamese neural networks
Lev V. UtkinMaxim S. KovalevErnest M. Kasimov
2019-11-18
Walking the Tightrope: An Investigation of the Convolutional Autoencoder Bottleneck
Ilja ManakovMarkus RohmVolker Tresp
2019-11-18
A Graph Autoencoder Approach to Causal Structure Learning
Ignavier NgShengyu ZhuZhitang ChenZhuangyan Fang
2019-11-18
What Will Your Child Look Like? DNA-Net: Age and Gender Aware Kin Face Synthesizer
Pengyu GaoSiyu XiaJoseph RobinsonJunkang ZhangChao XiaMing ShaoYun Fu
2019-11-16
Towards Reducing Bias in Gender Classification
Komal K. TeruAishik Chakraborty
2019-11-16
A Stable Variational Autoencoder for Text Modelling
| Ruizhe LiXiao LiChenghua LinMatthew CollinsonRui Mao
2019-11-13
Molecular Generative Model Based On Adversarially Regularized Autoencoder
| Seung Hwan HongJaechang LimSeongok RyuWoo Youn Kim
2019-11-13
Feedback Recurrent AutoEncoder
Yang YangGuillaume SautièreJ. Jon RyuTaco S Cohen
2019-11-11
Identifying Strong Lenses with Unsupervised Machine Learning using Convolutional Autoencoder
Ting-Yun ChengNan LiChristopher J. ConseliceAlfonso Aragón-SalamancaSimon DyeRobert B. Metcalf
2019-11-11
Robust Unsupervised Audio-visual Speech Enhancement Using a Mixture of Variational Autoencoders
Mostafa SadeghiXavier Alameda-Pineda
2019-11-10
Preservation of Anomalous Subgroups On Machine Learning Transformed Data
Samuel C. MainaReginald E. BryantWilliam O. GoalRobert-Florian SamoilescuKush R. VarshneyKomminist Weldemariam
2019-11-09
Variational Mixture-of-Experts Autoencoders for Multi-Modal Deep Generative Models
| Yuge ShiN. SiddharthBrooks PaigePhilip H. S. Torr
2019-11-08
Extracting temporal features into a spatial domain using autoencoders for sperm video analysis
| Vajira ThambawitaPål HalvorsenHugo HammerMichael RieglerTrine B. Haugen
2019-11-08
Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels
| Yihan JiangHyeji KimHimanshu AsnaniSreeram KannanSewoong OhPramod Viswanath
2019-11-08
Deep Learning Models for Global Coordinate Transformations that Linearize PDEs
Craig GinBethany LuschSteven L. BruntonJ. Nathan Kutz
2019-11-07
Guiding Variational Response Generator to Exploit Persona
Bowen WuMengyuan LiZongsheng WangYifu ChenDerek WongQihang FengJunhong HuangBaoxun Wang
2019-11-06
Unsupervised Opinion Summarization as Copycat-Review Generation
| Arthur BražinskasMirella LapataIvan Titov
2019-11-06
Dynamic Graph Embedding via LSTM History Tracking
Shima KhoshraftarSedigheh MahdaviAijun AnYonggang HuJunfeng Liu
2019-11-05
Enhancing VAEs for Collaborative Filtering: Flexible Priors & Gating Mechanisms
| Daeryong KimBongwon Suh
2019-11-03
Digital phase-only holography using deep conditional generative models
| Jannes Gladrow
2019-11-03
FASPell: A Fast, Adaptable, Simple, Powerful Chinese Spell Checker Based On DAE-Decoder Paradigm
Yuzhong HongXianguo YuNeng HeNan LiuJunhui Liu
2019-11-01
Diversity-aware Event Prediction based on a Conditional Variational Autoencoder with Reconstruction
Hirokazu KiyomaruKazumasa OmuraYugo MurawakiDaisuke KawaharaSadao Kurohashi
2019-11-01
Neural Topic Model with Reinforcement Learning
Lin GuiJia LengGabriele PergolaYu ZhouRuifeng XuYulan He
2019-11-01
A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features
Hongyin TangMiao LiBeihong Jin
2019-11-01
A Perceived Environment Design using a Multi-Modal Variational Autoencoder for learning Active-Sensing
Timo KorthalsMalte SchillingJürgen Leitner
2019-11-01
Bridging the ELBO and MMD
Talip Ucar
2019-10-29
DeepWiFi: Cognitive WiFi with Deep Learning
Kemal DavasliogluSohraab SoltaniTugba ErpekYalin E. Sagduyu
2019-10-29
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
| Mike LewisYinhan LiuNaman GoyalMarjan GhazvininejadAbdelrahman MohamedOmer LevyVes StoyanovLuke Zettlemoyer
2019-10-29
Learning Without Loss
| Veit Elser
2019-10-29
Towards Unsupervised Speech Recognition and Synthesis with Quantized Speech Representation Learning
Alexander H. LiuTao TuHung-yi LeeLin-shan Lee
2019-10-28
STEP: Spatial Temporal Graph Convolutional Networks for Emotion Perception from Gaits
Uttaran BhattacharyaTrisha MittalRohan ChandraTanmay RandhavaneAniket BeraDinesh Manocha
2019-10-28
CrevNet: Conditionally Reversible Video Prediction
Wei YuYichao LuSteve EasterbrookSanja Fidler
2019-10-25
A Recurrent Variational Autoencoder for Speech Enhancement
Simon LeglaiveXavier Alameda-PinedaLaurent GirinRadu Horaud
2019-10-24
Learning Priors in High-frequency Domain for Inverse Imaging Reconstruction
| Zhuonan HeJinjie ZhouDong LiangYuhao WangQiegen Liu
2019-10-23
Meta-Learning to Communicate: Fast End-to-End Training for Fading Channels
| Sangwoo ParkOsvaldo SimeoneJoonhyuk Kang
2019-10-22
Unsupervised Boosting-based Autoencoder Ensembles for Outlier Detection
Hamed SarvariCarlotta DomeniconiBardh PrenkajGiovanni Stilo
2019-10-22
Learning Model-Agnostic Counterfactual Explanations for Tabular Data
Martin PawelczykJohannes HaugKlaus BroelemannGjergji Kasneci
2019-10-21
Fragment Graphical Variational AutoEncoding for Screening Molecules with Small Data
John ArmitageLeszek J. SpalekMalgorzata NguyenMark NikolkaIan E. JacobsLorena MarañónIyad NasrallahGuillaume SchweicherIvan DimovDimitrios SimatosIain McCullochChristian B. NielsenGareth ConduitHenning Sirringhaus
2019-10-21
Mastering processing-microstructure complexity through the prediction of thin film structure zone diagrams by generative machine learning models
Lars BankoYury LysogorskiyDario GrochlaDennis NaujoksRalf DrautzAlfred Ludwig
2019-10-21
Neuro-SERKET: Development of Integrative Cognitive System through the Composition of Deep Probabilistic Generative Models
Tadahiro TaniguchiTomoaki NakamuraMasahiro SuzukiRyo KuniyasuKaede HayashiAkira TaniguchiTakato HoriiTakayuki Nagai
2019-10-20
Representation Learning for Discovering Phonemic Tone Contours
Bai LiJing Yi XieFrank Rudzicz
2019-10-20
Implicit Context-aware Learning and Discovery for Streaming Data Analytics
Kin Gwn LoreKishore K. Reddy
2019-10-18
Mixture-of-Experts Variational Autoencoder for clustering and generating from similarity-based representations
Andreas KopfVincent FortuinVignesh Ram SomnathManfred Claassen
2019-10-17
Towards a Precipitation Bias Corrector against Noise and Maldistribution
Xiaoyang XuYiqun LiuHanqing ChaoYoucheng LuoHai ChuLei ChenJunping ZhangLeiming Ma
2019-10-15
Robust Ordinal VAE: Employing Noisy Pairwise Comparisons for Disentanglement
Junxiang ChenKayhan Batmanghelich
2019-10-14
Mixed Pooling Multi-View Attention Autoencoder for Representation Learning in Healthcare
Shaika ChowdhuryChenwei ZhangPhilip S. YuYuan Luo
2019-10-14
Generative Neural Network based Spectrum Sharing using Linear Sum Assignment Problems
Ahmed B. ZakyJoshua Zhexue HuangKaishunWuBasem M. ElHalawany
2019-10-12
DDTCDR: Deep Dual Transfer Cross Domain Recommendation
Pan LiAlexander Tuzhilin
2019-10-11
Comparison of Generative Adversarial Networks Architectures Which Reduce Mode Collapse
YichengHong
2019-10-10
Semi-Supervised Variational Autoencoder for Survival Prediction
| Sveinn PálssonStefano CerriAndrea DittadiKoen Van Leemput
2019-10-10
Rate-Distortion Optimization Guided Autoencoder for Isometric Embedding in Euclidean Latent Space
Keizo KatoJing ZhouTomotake SasakiAkira Nakagawa
2019-10-10
A Generative Approach Towards Improved Robotic Detection of Marine Litter
Jungseok HongMichael FultonJunaed Sattar
2019-10-10
Misbehaviour Prediction for Autonomous Driving Systems
Andrea StoccoMichael WeissMarco CalzanaPaolo Tonella
2019-10-10
Adversarial Learning of Deepfakes in Accounting
| Marco SchreyerTimur SattarovBernd ReimerDamian Borth
2019-10-09
Variational autoencoder reconstruction of complex many-body physics
I. LuchnikovA. RyzhovP. -J. C. StasS. N. FilippovH. Ouerdane
2019-10-09
DEVDAN: Deep Evolving Denoising Autoencoder
Andri AshfahaniMahardhika PratamaEdwin LughoferYew Soon Ong
2019-10-08
Negative Sampling in Variational Autoencoders
Adrián CsiszárikBeatrix BenkőDániel Varga
2019-10-07
Push it to the Limit: Discover Edge-Cases in Image Data with Autoencoders
| Ilja ManakovVolker Tresp
2019-10-07
Joint analysis of clinical risk factors and 4D cardiac motion for survival prediction using a hybrid deep learning network
Shihao JinNicolò SavioliAntonio de MarvaoTimothy JW DawesAxel GandyDaniel RueckertDeclan P O'Regan
2019-10-07
Conditional out-of-sample generation for unpaired data using trVAE
Mohammad LotfollahiMohsen NaghipourfarFabian J. TheisF. Alexander Wolf
2019-10-04
Stacked Wasserstein Autoencoder
Wenju XuShawn KeshmiriGuanghui Wang
2019-10-04
Correlation of Auroral Dynamics and GNSS Scintillation with an Autoencoder
Kara LambGarima MalhotraAthanasios VlontzosEdward WagstaffAtılım Günes BaydinAnahita BhiwandiwallaYarin GalAlfredo KalaitzisAnthony ReinaAsti Bhatt
2019-10-04
Face Manifold: Manifold Learning for Synthetic Face Generation
| Kimia DinashiRamin ToosiMohammad Ali Akhaee
2019-10-03
Adaptive Generation of Phantom Limbs Using Visible Hierarchical Autoencoders
Dakila LedesmaYu LiangDalei Wu
2019-10-02
Deep Learning for Communication over Dispersive Nonlinear Channels: Performance and Comparison with Classical Digital Signal Processing
Boris KaranovGabriele LigaVahid ArefDomaniç LaveryPolina BayvelLaurent Schmalen
2019-10-02
Re-balancing Variational Autoencoder Loss for Molecule Sequence Generation
| Chaochao YanSheng WangJinyu YangTingyang XuJunzhou Huang
2019-10-01
DiscoNet: Shapes Learning on Disconnected Manifolds for 3D Editing
Eloi Mehr Ariane Jourdan Nicolas Thome Matthieu Cord Vincent Guitteny
2019-10-01
Deep Clustering by Gaussian Mixture Variational Autoencoders With Graph Embedding
Linxiao Yang Ngai-Man Cheung Jiaying Li Jun Fang
2019-10-01
SO-HandNet: Self-Organizing Network for 3D Hand Pose Estimation With Semi-Supervised Learning
Yujin Chen Zhigang Tu Liuhao Ge Dejun Zhang Ruizhi Chen Junsong Yuan
2019-10-01
VAE-PGN based Abstractive Model in Multi-stage Architecture for Text Summarization
Hyungtak ChoiLohith RavuruTomasz Dryja{\'n}skiSunghan RyeDonghyun LeeHojung LeeInchul Hwang
2019-10-01
Meta-Graph Based HIN Spectral Embedding: Methods, Analyses, and Insights
Carl YangYichen FengPan LiYu ShiJiawei Han
2019-09-29
Implicit Discriminator in Variational Autoencoder
Prateek MunjalAkanksha PaulNarayanan C. Krishnan
2019-09-28
Improving the Intelligibility of Electric and Acoustic Stimulation Speech Using Fully Convolutional Networks Based Speech Enhancement
Natalie Yu-Hsien WangHsiao-Lan Sharon WangTao-Wei WangSzu-Wei FuXugan LuYu TsaoHsin-Min Wang
2019-09-26
Explicitly disentangling image content from translation and rotation with spatial-VAE
| Tristan BeplerEllen D. ZhongKotaro KelleyEdward BrignoleBonnie Berger
2019-09-25
Dimension Estimation Using Autoencoders
Nitish BahadurRandy Paffenroth
2019-09-24
Supervised Vector Quantized Variational Autoencoder for Learning Interpretable Global Representations
| Yifan XueMichael DingXinghua Lu
2019-09-24
Autoencoder-Based Error Correction Coding for One-Bit Quantization
Eren BaleviJeffrey G. Andrews
2019-09-24
Adapting Language Models for Non-Parallel Author-Stylized Rewriting
Bakhtiyar SyedGaurav VermaBalaji Vasan SrinivasanAnandhavelu NVasudeva Varma
2019-09-22
Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder
Li DuXiao DingTing LiuZhongyang Li
2019-09-19
Improved Variational Neural Machine Translation by Promoting Mutual Information
Arya D. McCarthyXian LiJiatao GuNing Dong
2019-09-19
Learning to Conceal: A Deep Learning Based Method for Preserving Privacy and Avoiding Prejudice
Moshe HanukogluNissan GoldbergAviv RovshitzAmos Azaria
2019-09-19
Many-to-Many Voice Conversion using Cycle-Consistent Variational Autoencoder with Multiple Decoders
Keonnyeong LeeIn-Chul YooDongsuk Yook
2019-09-15
Bayesian parameter estimation using conditional variational autoencoders for gravitational-wave astronomy
| Hunter GabbardChris MessengerIk Siong HengFrancesco TonoliniRoderick Murray-Smith
2019-09-13
Towards Generalizable Forgery Detection with Locality-aware AutoEncoder
Mengnan DuShiva PentyalaYuening LiXia Hu
2019-09-13
Generating Data using Monte Carlo Dropout
Kristian MiokDong Nguyen-DoanDaniela ZaharieMarko Robnik-Šikonja
2019-09-12
Unsupervised Learning and Exploration of Reachable Outcome Space
Giuseppe PaoloAlban LaflaquièreAlexandre ConinxStephane Doncieux
2019-09-12
Towards Model-Agnostic Adversarial Defenses using Adversarially Trained Autoencoders
Pratik VaishnaviKevin EykholtAtul PrakashAmir Rahmati
2019-09-12
What do Deep Networks Like to Read?
Jonas PfeifferAishwarya KamathIryna GurevychSebastian Ruder
2019-09-10
Out-of-domain Detection for Natural Language Understanding in Dialog Systems
Yinhe ZhengGuanyi ChenMinlie Huang
2019-09-09
Balancing Reconstruction Quality and Regularisation in ELBO for VAEs
Shuyu LinStephen RobertsNiki TrigoniRonald Clark
2019-09-09
Estimating Granger Causality with Unobserved Confounders via Deep Latent-Variable Recurrent Neural Network
Yuan Meng
2019-09-09
Neural Gaussian Copula for Variational Autoencoder
Prince Zizhuang WangWilliam Yang Wang
2019-09-09
MIDI-Sandwich2: RNN-based Hierarchical Multi-modal Fusion Generation VAE networks for multi-track symbolic music generation
Xia LiangJunmin WuJing Cao
2019-09-08
Unsupervised Clustering of Quantitative Imaging Phenotypes using Autoencoder and Gaussian Mixture Model
Jianan ChenLaurent MilotHelen M. C. CheungAnne L. Martel
2019-09-06
ArduCode: Predictive Framework for Automation Engineering
Arquimedes CanedoPalash GoyalDi HuangAmit PandeyGustavo Quiros
2019-09-06
On-demand teleradiology using smartphone photographs as proxies for DICOM images
Christine PodilchukSiddhartha PachhaiRobert WarfsmanRichard Mammone
2019-09-06
Future Frame Prediction Using Convolutional VRNN for Anomaly Detection
Yiwei LuMahesh Kumar Krishna ReddySeyed shahabeddin NabaviYang Wang
2019-09-05
FraudJudger: Real-World Data Oriented Fraud Detection on Digital Payment Platforms
Ruoyu DengNa Ruan
2019-09-05
On Learning Disentangled Representations for Gait Recognition
Ziyuan ZhangLuan TranFeng LiuXiaoming Liu
2019-09-05
Independent Subspace Analysis for Unsupervised Learning of Disentangled Representations
Jan StühmerRichard E. TurnerSebastian Nowozin
2019-09-05
Bidirectional One-Shot Unsupervised Domain Mapping
| Tomer CohenLior Wolf
2019-09-04
Translating Visual Art into Music
Maximilian Müller-EbersteinNanne van Noord
2019-09-03
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image Reconstruction
| Siyuan WangJunjie LvYuanyuan HuDong LiangMinghui ZhangQiegen Liu
2019-09-03
Self-Supervised Deep Depth Denoising
| Vladimiros SterzentsenkoLeonidas SaroglouAnargyros ChatzitofisSpyridon ThermosNikolaos ZioulisAlexandros DoumanoglouDimitrios ZarpalasPetros Daras
2019-09-03
A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text
| Bohan LiJunxian HeGraham NeubigTaylor Berg-KirkpatrickYiming Yang
2019-09-02
Learning Rich Representations For Structured Visual Prediction Tasks
Mohammadreza Mostajabi
2019-08-30
Credit Card Fraud Detection Using Autoencoder Neural Network
Junyi ZouJinliang ZhangPing Jiang
2019-08-30
Variationally Inferred Sampling Through a Refined Bound for Probabilistic Programs
| Victor GallegoDavid Rios Insua
2019-08-26
Learning Disentangled Representations via Independent Subspaces
Maren AwiszusHanno AckermannBodo Rosenhahn
2019-08-26
Improving Automatic Jazz Melody Generation by Transfer Learning Techniques
Hsiao-Tzu HungChung-Yang WangYi-Hsuan YangHsin-Min Wang
2019-08-26
Scalable Modeling of Spatiotemporal Data using the Variational Autoencoder: an Application in Glaucoma
| Samuel I. BerchuckFelipe A. MedeirosSayan Mukherjee
2019-08-24
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study
Najibesadat SadatiMilad Zafar NezhadRatna Babu ChinnamDongxiao Zhu
2019-08-24
Tiered Graph Autoencoders with PyTorch Geometric for Molecular Graphs
Daniel T. Chang
2019-08-22
Enabling hyperparameter optimization in sequential autoencoders for spiking neural data
Mohammad Reza KeshtkaranChethan Pandarinath
2019-08-21
Latent User Linking for Collaborative Cross Domain Recommendation
Sapumal AhangamaDanny Chiang-Choon Poo
2019-08-19
Geometric Disentanglement for Generative Latent Shape Models
Tristan Aumentado-ArmstrongStavros TsogkasAllan JepsonSven Dickinson
2019-08-18
An Exploratory Analysis of the Latent Structure of Process Data via Action Sequence Autoencoder
Xueying TangZhi WangJingchen LiuZhiliang Ying
2019-08-16
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding
| Ryan McConvilleRaul Santos-RodriguezRobert J PiechockiIan Craddock
2019-08-16
Detecting abnormalities in resting-state dynamics: An unsupervised learning approach
Meenakshi KhoslaKeith JamisonAmy KuceyeskiMert R. Sabuncu
2019-08-16
Automated classification of plasma regions using 3D particle energy distribution
Vyacheslav OlshevskyYuri V. KhotyaintsevAndrey DivinGian Luca DelzannoSven AnderzenPawel HermanSteven W. D. ChienLevon AvanovStefano Markidis
2019-08-15
DAPAS : Denoising Autoencoder to Prevent Adversarial attack in Semantic Segmentation
Seungju ChoTae Joon JunByungsoo OhDaeyoung Kim
2019-08-14
Video Compression With Rate-Distortion Autoencoders
Amirhossein HabibianTies van RozendaalJakub M. TomczakTaco S. Cohen
2019-08-14
Assessing the Impact of Blood Pressure on Cardiac Function Using Interpretable Biomarkers and Variational Autoencoders
Esther Puyol-AntónBram RuijsinkJames R. CloughIlkay OksuzDaniel RueckertReza RazaviAndrew P. King
2019-08-13
SDM-NET: Deep Generative Network for Structured Deformable Mesh
Lin GaoJie YangTong WuYu-Jie YuanHongbo FuYu-Kun LaiHao Zhang
2019-08-13
Variational Autoencoded Regression: High Dimensional Regression of Visual Data on Complex Manifold
YoungJoon YooSangdoo YunHyung Jin ChangYiannis DemirisJin Young Choi
2019-08-12
Augmenting Variational Autoencoders with Sparse Labels: A Unified Framework for Unsupervised, Semi-(un)supervised, and Supervised Learning
Felix BerkhahnRichard KeysWajih OuertaniNikhil ShettyDominik Geißler
2019-08-08
DeepClean -- self-supervised artefact rejection for intensive care waveform data using deep generative learning
| Tom EdinburghPeter SmielewskiMarek CzosnykaStephen J. EglenAri Ercole
2019-08-08
Enhancing self-supervised monocular depth estimation with traditional visual odometry
Lorenzo AndraghettiPanteleimon MyriokefalitakisPier Luigi DovesiBelen LuqueMatteo PoggiAlessandro PieropanStefano Mattoccia
2019-08-08
Structuring Autoencoders
Marco RudolphBastian WandtBodo Rosenhahn
2019-08-07
Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation Learning
| Jiwoong ParkMinsik LeeHyung Jin ChangKyuewang LeeJin Young Choi
2019-08-07
Improving Channel Charting with Representation-Constrained Autoencoders
Pengzhi HuangOscar CastañedaEmre GönültaşSaïd MedjkouhOlav TirkkonenTom GoldsteinChristoph Studer
2019-08-07
Neural Blind Deconvolution Using Deep Priors
| Dongwei RenKai ZhangQilong WangQinghua HuWangmeng Zuo
2019-08-06
Semi-supervised representation learning via dual autoencoders for domain adaptation
| Shuai YangHao WangYuhong ZhangPei-Pei LiYi ZhuXuegang Hu
2019-08-04
Detection of Accounting Anomalies in the Latent Space using Adversarial Autoencoder Neural Networks
| Marco SchreyerTimur SattarovChristian SchulzeBernd ReimerDamian Borth
2019-08-02
Learning Variations in Human Motion via Mix-and-Match Perturbation
Mohammad Sadegh AliakbarianFatemeh Sadat SalehMathieu SalzmannLars PeterssonStephen GouldAmirhossein Habibian
2019-08-02
A Self-Training Approach for Short Text Clustering
| Amir HadifarLucas SterckxThomas DemeesterChris Develder
2019-08-01
A Paraphrase Generation System for EHR Question Answering
Sarvesh SoniKirk Roberts
2019-08-01
Featuring the topology with the unsupervised machine learning
Kenji FukushimaShotaro Shiba FunaiHideaki Iida
2019-08-01
Learning Neural Representations for Network Anomaly Detection
| Van Loi CaoMiguel Nicolauand James McDermott
2019-08-01
Towards Model-based Reinforcement Learning for Industry-near Environments
Per-Arne AndersenMorten GoodwinOle-Christoffer Granmo
2019-07-27
Correlation Distance Skip Connection Denoising Autoencoder (CDSK-DAE) for Speech Feature Enhancement
Alzahra BadiSangwook ParkDavid K. HanHanseok Ko
2019-07-26
Latent Space Factorisation and Manipulation via Matrix Subspace Projection
Xiao LiChenghua LinChaozheng WangFrank Guerin
2019-07-26
Y-Autoencoders: disentangling latent representations via sequential-encoding
| Massimiliano PatacchiolaPatrick Fox-RobertsEdward Rosten
2019-07-25
Style Conditioned Recommendations
Murium IqbalKamelia AryafarTimothy Anderton
2019-07-25
On importance-weighted autoencoders
Axel FinkeAlexandre H. Thiery
2019-07-24
Non-Parallel Voice Conversion with Cyclic Variational Autoencoder
| Patrick Lumban TobingYi-Chiao WuTomoki HayashiKazuhiro KobayashiTomoki Toda
2019-07-24
LayoutVAE: Stochastic Scene Layout Generation From a Label Set
Akash Abdu JyothiThibaut DurandJiawei HeLeonid SigalGreg Mori
2019-07-24
Topic Modeling with Wasserstein Autoencoders
Feng NanRan DingRamesh NallapatiBing Xiang
2019-07-24
Batch Uniformization for Minimizing Maximum Anomaly Score of DNN-based Anomaly Detection in Sounds
Yuma KoizumiShoichiro SaitoMasataka YamaguchiShin MurataNoboru Harada
2019-07-19
Discriminative Embedding Autoencoder with a Regressor Feedback for Zero-Shot Learning
Ying ShiWei WeiZhiming Zheng
2019-07-18
Autoencoder-Based Incremental Class Learning without Retraining on Old Data
Euntae ChoiKyungmi LeeKiyoung Choi
2019-07-18
Real-time Evasion Attacks with Physical Constraints on Deep Learning-based Anomaly Detectors in Industrial Control Systems
| Alessandro ErbaRiccardo TaorminaStefano GalelliMarcello PoglianiMichele CarminatiStefano ZaneroNils Ole Tippenhauer
2019-07-17
Design and Evaluation of Product Aesthetics: A Human-Machine Hybrid Approach
Alex BurnapJohn R. HauserArtem Timoshenko
2019-07-17
Explaining Classifiers with Causal Concept Effect (CaCE)
Yash GoyalAmir FederUri ShalitBeen Kim
2019-07-16
Robust Variational Autoencoders for Outlier Detection and Repair of Mixed-Type Data
| Simão EduardoAlfredo NazábalChristopher K. I. WilliamsCharles Sutton
2019-07-15
Counterfactual Reasoning for Fair Clinical Risk Prediction
Stephen PfohlTony DuanDaisy Yi DingNigam H. Shah
2019-07-14
Learning Complex Basis Functions for Invariant Representations of Audio
| Stefan LattnerMonika DörflerAndreas Arzt
2019-07-13
AMAD: Adversarial Multiscale Anomaly Detection on High-Dimensional and Time-Evolving Categorical Data
Zheng GaoLin GuoChi MaXiao MaKai SunHang XiangXiaoqiang ZhuHongsong LiXiaozhong Liu
2019-07-12
Beyond Imitation: Generative and Variational Choreography via Machine Learning
Mariel PetteeChase ShimminDouglas DuhaimeIlya Vidrin
2019-07-11
Bayesian Optimization in Variational Latent Spaces with Dynamic Compression
| Rika AntonovaAkshara RaiTianyu LiDanica Kragic
2019-07-10
Infer Implicit Contexts in Real-time Online-to-Offline Recommendation
Xichen DingJie TangTracy LiuCheng XuYaping ZhangFeng ShiQixia JiangDan Shen
2019-07-08
Bag-of-Audio-Words based on Autoencoder Codebook for Continuous Emotion Prediction
Mohammed SenoussaouiPatrick CardinalAlessandro Lameiras Koerich
2019-07-06
Cardiac MRI Segmentation with Strong Anatomical Guarantees
Nathan PainchaudYoussef SkandaraniThierry JudgeOlivier BernardAlain LalandePierre-Marc Jodoin
2019-07-05
Neural Drum Machine : An Interactive System for Real-time Synthesis of Drum Sounds
Cyran AouameurPhilippe EslingGaëtan Hadjeres
2019-07-04
Towards Interpretable Deep Extreme Multi-label Learning
Yihuang KangI-Ling ChengWenjui MaoBowen KuoPei-Ju Lee
2019-07-03
A Deep Image Compression Framework for Face Recognition
Nai BianFeng LiangHaisheng FuBo Lei
2019-07-03
VELC: A New Variational AutoEncoder Based Model for Time Series Anomaly Detection
Chunkai ZhangShaocong LiHongye ZhangYingyang Chen
2019-07-03
Training Auto-encoder-based Optimizers for Terahertz Image Reconstruction
Tak Ming WongMatthias KahlPeter Haring BolívarAndreas KolbMichael Möller
2019-07-02
MIDI-Sandwich: Multi-model Multi-task Hierarchical Conditional VAE-GAN networks for Symbolic Single-track Music Generation
Xia LiangJunmin WuYan Yin
2019-07-02
Location Anomalies Detection for Connected and Autonomous Vehicles
Xiaoyang WangIoannis MavromatisAndrea TassiRaul Santos-RodriguezRobert J. Piechocki
2019-07-01
Enhancing Unsupervised Generative Dependency Parser with Contextual Information
Wenjuan HanYong JiangKewei Tu
2019-07-01
Better Exploiting Latent Variables in Text Modeling
Canasai Kruengkrai
2019-07-01
Variational Shape Completion for Virtual Planning of Jaw Reconstructive Surgery
| Amir H. AbdiMehran PesteieEitan PrismanPurang AbolmaesumiSidney Fels
2019-06-27
Integration of adversarial autoencoders with residual dense convolutional networks for estimation of non-Gaussian hydraulic conductivities
| Shaoxing MoNicholas ZabarasXiaoqing ShiJichun Wu
2019-06-26
An Unsupervised Bayesian Neural Network for Truth Discovery
Jielong YangWee Peng Tay
2019-06-25
Perceptual Generative Autoencoders
| Zijun ZhangRuixiang ZhangZongpeng LiYoshua BengioLiam Paull
2019-06-25
SampleFix: Learning to Correct Programs by Sampling Diverse Fixes
Hossein HajipourApratim BhattacharyaMario Fritz
2019-06-24
Query-based Deep Improvisation
| Shlomo Dubnov
2019-06-21
A Deep Generative Model for Code-Switched Text
| Bidisha SamantaSharmila ReddyHussain JagirdarNiloy GangulySoumen Chakrabarti
2019-06-21
A Cyclically-Trained Adversarial Network for Invariant Representation Learning
Jiawei ChenJanusz KonradPrakash Ishwar
2019-06-21
ANAE: Learning Node Context Representation for Attributed Network Embedding
Keting CenHuawei ShenJinhua GaoQi CaoBingbing XuXueqi Cheng
2019-06-20
Learning Disentangled Representations of Timbre and Pitch for Musical Instrument Sounds Using Gaussian Mixture Variational Autoencoders
Yin-Jyun LuoKat AgresDorien Herremans
2019-06-19
Disentangled Inference for GANs with Latently Invertible Autoencoder
| Jiapeng ZhuDeli ZhaoBo ZhangBolei Zhou
2019-06-19
Deep Learning-Based Quantization of L-Values for Gray-Coded Modulation
Marius ArvinteSriram VishwanathAhmed H. Tewfik
2019-06-18
Stacked Capsule Autoencoders
| Adam R. KosiorekSara SabourYee Whye TehGeoffrey E. Hinton
2019-06-17
Improving Unsupervised Subword Modeling via Disentangled Speech Representation Learning and Transformation
Siyuan FengTan Lee
2019-06-17
An End-to-End Block Autoencoder For Physical Layer Based On Neural Networks
Tianjie MuXiaohui ChenLi ChenHuarui YinWeidong Wang
2019-06-15
InfoGAN-CR and ModelCentrality: Self-supervised Model Training and Selection for Disentangling GANs
| Zinan LinKiran Koshy ThekumparampilGiulia FantiSewoong Oh
2019-06-14
Multi-Adversarial Variational Autoencoder Networks
Abdullah-Al-Zubaer ImranDemetri Terzopoulos
2019-06-14
A Computationally Efficient Method for Defending Adversarial Deep Learning Attacks
Rajeev SahayRehana MahfuzAly El Gamal
2019-06-13
A Variational Autoencoder for Probabilistic Non-Negative Matrix Factorisation
Steven SquiresAdam Prügel BennettMahesan Niranjan
2019-06-13
UCRDNet: Unsupervised Collaborative Representation Deep Network for Clustering
Jielei ChuHongjun WangJing LiuZeng YuZhiguo GongTianrui Li
2019-06-12
Copulas as High-Dimensional Generative Models: Vine Copula Autoencoders
Natasa TagasovskaDamien AckererThibault Vatter
2019-06-12
Representation Learning for Words and Entities
Pushpendre Rastogi
2019-06-12
Explicit Disentanglement of Appearance and Perspective in Generative Models
Nicki Skafte DetlefsenSøren Hauberg
2019-06-11
An Image Clustering Auto-Encoder Based on Predefined Evenly-Distributed Class Centroids and MMD Distance
| Qiuyu ZhuZhengyong Wang
2019-06-10
Deep Music Analogy Via Latent Representation Disentanglement
Ruihan YangDingsu WangZiyu WangTianyao ChenJunyan JiangGus Xia
2019-06-09
Physics-Informed Probabilistic Learning of Linear Embeddings of Non-linear Dynamics With Guaranteed Stability
Shaowu PanKarthik Duraisamy
2019-06-09
Unsupervised Representation Learning of DNA Sequences
Vishal AgarwalN Jayanth Kumar ReddyAshish Anand
2019-06-07
Streaming Adaptive Nonparametric Variational Autoencoder
Tingting ZhaoZifeng WangAria MasoomiJennifer G. Dy
2019-06-07
PHiSeg: Capturing Uncertainty in Medical Image Segmentation
| Christian F. BaumgartnerKerem C. TezcanKrishna ChaitanyaAndreas M. HötkerUrs J. MuehlematterKhoschy SchawkatAnton S. BeckerOlivio DonatiEnder Konukoglu
2019-06-07
Learning to regularize with a variational autoencoder for hydrologic inverse analysis
Daniel O'MalleyJohn K. GoldenVelimir V. Vesselinov
2019-06-06
Syntax-Infused Variational Autoencoder for Text Generation
Xinyuan ZhangYi YangSiyang YuanDinghan ShenLawrence Carin
2019-06-05
Variational Pretraining for Semi-supervised Text Classification
| Suchin GururanganTam DangDallas CardNoah A. Smith
2019-06-05
Improving Variational Autoencoder with Deep Feature Consistent and Generative Adversarial Training
Xianxu HouKe SunLinlin ShenGuoping Qiu
2019-06-04
A Novel Deep Neural Network Based Approach for Sparse Code Multiple Access
Jinzhi LinShengzhong FengZhile YangYun ZhangYong Zhang
2019-06-04
AE2-Nets: Autoencoder in Autoencoder Networks
Changqing Zhang Yeqing Liu Huazhu Fu
2019-06-01
Self-Supervised Representation Learning From Videos for Facial Action Unit Detection
| Yong Li Jiabei Zeng Shiguang Shan Xilin Chen
2019-06-01
Measuring the perceptual availability of phonological features during language acquisition using unsupervised binary stochastic autoencoders
Cory ShainMicha Elsner
2019-06-01
SEQ\^3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression
Christos BaziotisIon AndroutsopoulosIoannis KonstasAlex Potamianosros
2019-06-01
Unsupervised Latent Tree Induction with Deep Inside-Outside Recursive Auto-Encoders
| Andrew DrozdovPatrick VergaMohit YadavMohit IyyerAndrew McCallum
2019-06-01
Doc2hash: Learning Discrete Latent variables for Documents Retrieval
Yifei ZhangHao Zhu
2019-06-01
Using Contextual Representations for Suicide Risk Assessment from Internet Forums
Ashwin Karthik AmbalavananPranjali Dileep JagtapSoumya AdhyaMurthy Devarakonda
2019-06-01
One-element Batch Training by Moving Window
| Przemysław SpurekSzymon KnopJacek TaborIgor PodolakBartosz Wójcik
2019-05-30
Controllable Unsupervised Text Attribute Transfer via Editing Entangled Latent Representation
| Ke WangHang HuaXiaojun Wan
2019-05-30
Deep ensemble learning for Alzheimers disease classification
Ning AnHuitong DingJiaoyun YangRhoda AuTing Fang Alvin Ang
2019-05-30
Scalable Spike Source Localization in Extracellular Recordings using Amortized Variational Inference
Cole L. HurwitzKai XuAkash SrivastavaAlessio P. BuccinoMatthias H. Hennig
2019-05-29
Exploiting Persona Information for Diverse Generation of Conversational Responses
Haoyu SongWei-Nan ZhangYiming CuiDong WangTing Liu
2019-05-29
Emergence of Object Segmentation in Perturbed Generative Models
| Adam BielskiPaolo Favaro
2019-05-29
On Variational Learning of Controllable Representations for Text without Supervision
| Peng XuJackie Chi Kit CheungYanshuai Cao
2019-05-28
Efficient Wrapper Feature Selection using Autoencoder and Model Based Elimination
Sharan RamjeeAly El Gamal
2019-05-28
Unsupervised End-to-End Learning of Discrete Linguistic Units for Voice Conversion
| Andy T. LiuPo-chun HsuHung-yi Lee
2019-05-28
Practical and Consistent Estimation of f-Divergences
Paul K. RubensteinOlivier BousquetJosip DjolongaCarlos RiquelmeIlya Tolstikhin
2019-05-27
Quantization-Based Regularization for Autoencoders
| Hanwei WuMarkus Flierl
2019-05-27
Wyner VAE: Joint and Conditional Generation with Succinct Common Representation Learning
J. Jon RyuYoojin ChoiYoung-Han KimMostafa El-KhamyJungwon Lee
2019-05-27
VQVAE Unsupervised Unit Discovery and Multi-scale Code2Spec Inverter for Zerospeech Challenge 2019
Andros TjandraBerrak SismanMingyang ZhangSakriani SaktiHaizhou LiSatoshi Nakamura
2019-05-27
Fixing Bias in Reconstruction-based Anomaly Detection with Lipschitz Discriminators
Alexander TongGuy WolfSmita Krishnaswamy
2019-05-26
The variational infomax autoencoder
Vincenzo CrescimannaBruce Graham
2019-05-25
6-DOF GraspNet: Variational Grasp Generation for Object Manipulation
| Arsalan MousavianClemens EppnerDieter Fox
2019-05-25
DEMEA: Deep Mesh Autoencoders for Non-Rigidly Deforming Objects
Edgar TretschkAyush TewariMichael ZollhöferVladislav GolyanikChristian Theobalt
2019-05-24
DIVA: Domain Invariant Variational Autoencoders
| Maximilian IlseJakub M. TomczakChristos LouizosMax Welling
2019-05-24
A Compression Objective and a Cycle Loss for Neural Image Compression
Caglar AytekinFrancesco CricriAntti HallapuroJani LainemaEmre AksuMiska Hannuksela
2019-05-24
Robust Variational Autoencoder
Haleh AkramiAnand A. JoshiJian LiSergul AydoreRichard M. Leahy
2019-05-23
CASS: Cross Adversarial Source Separation via Autoencoder
Yong Zheng OngCharles K. ChuiHaizhao Yang
2019-05-23
Underwater Color Restoration Using U-Net Denoising Autoencoder
Yousif HashishoMohamad AlbadawiTom KrauseUwe Freiherr von Lukas
2019-05-22
An Interactive Insight Identification and Annotation Framework for Power Grid Pixel Maps using DenseU-Hierarchical VAE
Tianye ZhangHaozhe FengZexian ChenCan WangYanhao HuangYong TangWei Chen
2019-05-22
Joint embedding of structure and features via graph convolutional networks
Sébastien LeriqueJacob Levy AbitbolMárton Karsai
2019-05-21
Spatio-Temporal Adversarial Learning for Detecting Unseen Falls
Shehroz S. KhanJacob NogasAlex Mihailidis
2019-05-19
CHiVE: Varying Prosody in Speech Synthesis with a Linguistically Driven Dynamic Hierarchical Conditional Variational Network
Vincent WanChun-an ChanTom KenterJakub VitRob Clark
2019-05-17
Dealing with Label Scarcity in Computational Pathology: A Use Case in Prostate Cancer Classification
Koen DercksenWouter BultenGeert Litjens