Graph Convolutional Network

Introduced by Kipf et al. in Semi-Supervised Classification with Graph Convolutional Networks

A Graph Convolutional Network, or GCN, is an approach for semi-supervised learning on graph-structured data. It is based on an efficient variant of convolutional neural networks which operate directly on graphs. The choice of convolutional architecture is motivated via a localized first-order approximation of spectral graph convolutions. The model scales linearly in the number of graph edges and learns hidden layer representations that encode both local graph structure and features of nodes.

Source: Semi-Supervised Classification with Graph Convolutional Networks

Latest Papers

PAPER DATE
Explainable, Stable, and Scalable Graph Convolutional Networks for Learning Graph Representation
Ping-En LuCheng-Shang Chang
2020-09-22
Multi-Level Graph Convolutional Network with Automatic Graph Learning for Hyperspectral Image Classification
Sheng WanChen GongShirui PanJie YangJian Yang
2020-09-19
Image Retrieval for Structure-from-Motion via Graph Convolutional Network
Shen YanYang PenShiming LaiYu LiuMaojun Zhang
2020-09-17
Semantic-preserving Reinforcement Learning Attack Against Graph Neural Networks for Malware Detection
Lan ZhangPeng LiuYoon-Ho Choi
2020-09-11
Devil's in the Detail: Graph-based Key-point Alignment and Embedding for Person Re-ID
Xinyang JiangFufu YuYifei GongShizhen ZhaoXiaowei GuoFeiyue HuangWei-Shi ZhengXing Sun
2020-09-11
CatGCN: Graph Convolutional Networks with Categorical Node Features
Weijian ChenFuli FengQifan WangXiangnan HeChonggang SongGuohui LingYongdong Zhang
2020-09-11
Masked Label Prediction: Unified Massage Passing Model for Semi-Supervised Classification
Yunsheng ShiZhengjie HuangWenjin WangHui ZhongShikun FengYu Sun
2020-09-08
Visual Object Tracking by Segmentation with Graph Convolutional Network
Bo JiangaPanpan ZhangLili Huang
2020-09-05
Self-supervised Smoothing Graph Neural Networks
Lu YuShichao PeiChuxu ZhangLizhong DingJun ZhouLongfei LiXiangliang Zhang
2020-09-02
Learning Robust Node Representation on Graphs
Xu ChenYa ZhangIvor TsangYuangang Pan
2020-08-26
Graph Convolutional Networks Reveal Neural Connections Encoding Prosthetic Sensation
Vivek SubramanianJoshua Khani
2020-08-23
TSAM: Temporal Link Prediction in Directed Networks based on Self-Attention Mechanism
Jinsong LiJianhua PengShuxin LiuLintianran WengCong Li
2020-08-23
Rethinking and Relieving Over-Smoothing in Deep GCNs
Wenbing HuangYu RongTingyang XuFuchun SunJunzhou Huang
2020-08-22
Training Matters: Unlocking Potentials of Deeper Graph Convolutional Neural Networks
Sitao LuanMingde ZhaoXiao-Wen ChangDoina Precup
2020-08-20
Alleviating Human-level Shift : A Robust Domain Adaptation Method for Multi-person Pose Estimation
| Xixia XuQi ZouXue Lin
2020-08-13
Richly Activated Graph Convolutional Network for Robust Skeleton-based Action Recognition
Yi-Fan SongZhang ZhangCaifeng ShanLiang Wang
2020-08-09
Multivariate Relations Aggregation Learning in Social Networks
Jin XuShuo YuKe SunJing RenIvan LeeShirui PanFeng Xia
2020-08-09
Graph Convolutional Networks for Hyperspectral Image Classification
| Danfeng HongLianru GaoJing YaoBing ZhangAntonio PlazaJocelyn Chanussot
2020-08-06
Compact Graph Architecture for Speech Emotion Recognition
A. ShirianT. Guha
2020-08-05
Pseudoinverse Graph Convolutional Networks: Fast Filters Tailored for Large Eigengaps of Dense Graphs and Hypergraphs
Dominik AlfkeMartin Stoll
2020-08-03
Relation Extraction with Self-determined Graph Convolutional Network
Sunil Kumar SahuDerek ThomasBilly ChiuNeha SenguptaMohammady Mahdy
2020-08-02
Improving Skeleton-based Action Recognitionwith Robust Spatial and Temporal Features
Zeshi YangKangkang Yin
2020-08-01
flexgrid2vec: Learning Efficient Visual Representations Vectors
Ali HamdiDu Yong KimFlora D. Salim
2020-07-30
Mix Dimension in Poincaré Geometry for 3D Skeleton-based Action Recognition
Wei PengJingang ShiZhaoqiang XiaGuoying Zhao
2020-07-30
Dynamic GCN: Context-enriched Topology Learning for Skeleton-based Action Recognition
Fanfan YeShiliang PuQiaoyong ZhongChao LiDi XieHuiming Tang
2020-07-29
Simplification of Graph Convolutional Networks: A Matrix Factorization-based Perspective
Qiang LiuHaoli ZhangZhaocheng Liu
2020-07-17
Distributed Graph Convolutional Networks
Simone ScardapaneIndro SpinelliPaolo Di Lorenzo
2020-07-13
Graph Convolutional Networks for Graphs Containing Missing Features
| Hibiki TaguchiXin LiuTsuyoshi Murata
2020-07-09
Active Learning on Attributed Graphs via Graph Cognizant Logistic Regression and Preemptive Query Generation
Florence RegolSoumyasundar PalYingxue ZhangMark Coates
2020-07-09
Simple and Deep Graph Convolutional Networks
| Ming ChenZhewei WeiZengfeng HuangBolin DingYaliang Li
2020-07-07
RGCF: Refined Graph Convolution Collaborative Filtering with concise and expressive embedding
Kang LiuFeng XueRichang Hong
2020-07-07
GE-SpMM: General-purpose Sparse Matrix-Matrix Multiplication on GPUs for Graph Neural Networks
Guyue HuangGuohao DaiYu WangHuazhong Yang
2020-07-07
Simple and Deep Graph Convolutional Networks
| Ming ChenZhewei WeiZengfeng HuangBolin DingYaliang Li
2020-07-04
Structure-Aware Human-Action Generation
| Ping YuYang ZhaoChunyuan LiJunsong YuanChangyou Chen
2020-07-04
Neural Reranking for Dependency Parsing: An Evaluation
Bich-Ngoc DoInes Rehbein
2020-07-01
HGCN4MeSH: Hybrid Graph Convolution Network for MeSH Indexing
Miaomiao YuYujiu YangChenhui Li
2020-07-01
Enhancing the Association in Multi-Object Tracking via Neighbor Graph
Tianyi LiangLong LanZhigang Luo
2020-07-01
From Spectrum Wavelet to Vertex Propagation: Graph Convolutional Networks Based on Taylor Approximation
Songyang ZhangHan ZhangShuguang CuiZhi Ding
2020-07-01
Local Neighbor Propagation Embedding
Shenglan LiuYang Yu
2020-06-29
Graph Convolutional Networks against Degree-Related Biases
Xianfeng TangHuaxiu YaoYiwei SunYiqi WangJiliang TangCharu AggarwalPrasenjit MitraSuhang Wang
2020-06-28
Graph Convolutional Network for Recommendation with Low-pass Collaborative Filters
| Wenhui YuZheng Qin
2020-06-28
Graph Structural-topic Neural Network
| Qingqing LongYilun JinGuojie SongYi LiWei Lin
2020-06-25
Data Augmentation View on Graph Convolutional Network and the Proposal of Monte Carlo Graph Learning
| Hande DongZhaolin DingXiangnan HeFuli FengShuxian Bi
2020-06-23
Connecting Graph Convolutional Networks and Graph-Regularized PCA
Lingxiao ZhaoLeman Akoglu
2020-06-22
Relational Fusion Networks: Graph Convolutional Networks for Road Networks
Tobias Skovgaard JepsenChristian S. JensenThomas Dyhre Nielsen
2020-06-16
Generalized Multi-Relational Graph Convolution Network
Donghan YuYiming YangRuohong ZhangYuexin Wu
2020-06-12
When Differential Privacy Meets Graph Neural Networks
| Sina SajadmaneshDaniel Gatica-Perez
2020-06-09
On the Bottleneck of Graph Neural Networks and its Practical Implications
Uri AlonEran Yahav
2020-06-09
Semantic Graph-enhanced Visual Network for Zero-shot Learning
Yang HuGuihua WenAdriane ChapmanPei YangMingnan LuoYingxue XuDan DaiWendy Hall
2020-06-08
Single-Layer Graph Convolutional Networks For Recommendation
Yue XuHao ChenZengde DengJunxiong ZhuYanghua LiPeng HeWenyao GaoWenjun Xu
2020-06-07
Self-supervised Training of Graph Convolutional Networks
| Qikui ZhuBo DuPingkun Yan
2020-06-03
Skeleton-Based Action Recognition With Shift Graph Convolutional Network
| Ke Cheng Yifan Zhang Xiangyu He Weihan Chen Jian Cheng Hanqing Lu
2020-06-01
Spatial-Temporal Graph Convolutional Network for Video-Based Person Re-Identification
Jinrui Yang Wei-Shi Zheng Qize Yang Ying-Cong Chen Qi Tian
2020-06-01
Deep graph learning for semi-supervised classification
Guangfeng LinXiaobing KangKaiyang LiaoFan ZhaoYajun Chen
2020-05-29
On Incorporating Structural Information to improve Dialogue Response Generation
| Nikita MoghePriyesh VijayanBalaraman RavindranMitesh M. Khapra
2020-05-28
Interpretable and Efficient Heterogeneous Graph Convolutional Network
Yaming YangZiyu GuanJianxin LiWei ZhaoJiangtao CuiQuan Wang
2020-05-27
MVIN: Learning Multiview Items for Recommendation
| Chang-You TaiMeng-Ru WuYun-Wei ChuShao-Yu ChuLun-Wei Ku
2020-05-26
Relevant Region Prediction for Crowd Counting
Xinya ChenYanrui BinChangxin GaoNong SangHao Tang
2020-05-20
Benchmark Tests of Convolutional Neural Network and Graph Convolutional Network on HorovodRunner Enabled Spark Clusters
Jing PanWendao LiuJing Zhou
2020-05-12
Multi-Graph Convolutional Network for Relationship-Driven Stock Movement Prediction
Jiexia YeJuanjuan ZhaoKejiang YeChengzhong Xu
2020-05-11
Anonymized GCN: A Novel Robust Graph Embedding Method via Hiding Node Position in Noise
Ao Liu
2020-05-06
Pruned Graph Scattering Transforms
Vassilis N. IoannidisSiheng ChenGeorgios B. Giannakis
2020-05-01
A Robust Hierarchical Graph Convolutional Network Model for Collaborative Filtering
Shaowen PengTsunenori Mine
2020-04-30
Motion Guided 3D Pose Estimation from Videos
Jingbo WangSijie YanYuanjun XiongDahua Lin
2020-04-29
Directed Graph Convolutional Network
Zekun TongYuxuan LiangChangsheng SunDavid S. RosenblumAndrew Lim
2020-04-29
Contextualised Graph Attention for Improved Relation Extraction
Angrosh MandyaDanushka BollegalaFrans Coenen
2020-04-22
MER-GCN: Micro Expression Recognition Based on Relation Modeling with Graph Convolutional Network
Ling LoHong-Xia XieHong-Han ShuaiWen-Huang Cheng
2020-04-19
VGCN-BERT: Augmenting BERT with Graph Embedding for Text Classification
| Zhibin LuPan DuJian-Yun Nie
2020-04-12
Graph Highway Networks
| Xin XinAlexandros KaratzoglouIoannis ArapakisJoemon M. Jose
2020-04-09
A Graph Convolutional Network Composition Framework for Semi-supervised Classification
Rahul RageshSundararajan SellamanickamVijay LingamArun Iyer
2020-04-08
Pooling in Graph Convolutional Neural Networks
Mark CheungJohn ShiLavender Yao JiangOren WrightJosé M. F. Moura
2020-04-07
Efficient long-distance relation extraction with DG-SpanBERT
Jun ChenRobert HoehndorfMohamed ElhoseinyXiangliang Zhang
2020-04-07
Efficient long-distance relation extraction with DG-SpanBERT
Jun ChenRobert HoehndorfMohamed ElhoseinyXiangliang Zhang
2020-04-07
FeederGAN: Synthetic Feeder Generation via Deep Graph Adversarial Nets
Ming LiangYao MengJiyu WangDavid LubkemanNing Lu
2020-04-03
Attribute2vec: Deep Network Embedding Through Multi-Filtering GCN
Tingyi WanyanChenwei ZhangAriful AzadXiaomin LiangDaifeng LiYing Ding
2020-04-03
Semi-Supervised Cervical Dysplasia Classification With Learnable Graph Convolutional Network
Yanglan OuYuan XueYe YuanTao XuVincent PisztoraJia LiXiaolei Huang
2020-04-01
L^2-GCN: Layer-Wise and Learned Efficient Training of Graph Convolutional Networks
| Yuning YouTianlong ChenZhangyang WangYang Shen
2020-03-30
Revisiting Over-smoothing in Deep GCNs
Chaoqi YangRuijie WangShuochao YaoShengzhong LiuTarek Abdelzaher
2020-03-30
Latent Patient Network Learning for Automatic Diagnosis
Luca CosmoAnees KaziSeyed-Ahmad AhmadiNassir NavabMichael Bronstein
2020-03-27
Temporal Extension Module for Skeleton-Based Action Recognition
Yuya ObinataTakuma Yamamoto
2020-03-23
Peeking into occluded joints: A novel framework for crowd pose estimation
Lingteng QiuXuanye ZhangYanran LiGuanbin LiXiaojun WuZixiang XiongXiaoguang HanShuguang Cui
2020-03-23
Distilling Knowledge from Graph Convolutional Networks
Yiding YangJiayan QiuMingli SongDacheng TaoXinchao Wang
2020-03-23
An Uncoupled Training Architecture for Large Graph Learning
Dalong YangChuan ChenYouhao ZhengZibin ZhengShih-wei Liao
2020-03-21
CPR-GCN: Conditional Partial-Residual Graph Convolutional Network in Automated Anatomical Labeling of Coronary Arteries
Han YangXingjian ZhenYing ChiLei ZhangXian-Sheng Hua
2020-03-19
Temporal Extension Module for Skeleton-Based Action Recognition
Yuya ObinataTakuma Yamamoto
2020-03-19
Scattering GCN: Overcoming Oversmoothness in Graph Convolutional Networks
Yimeng MinFrederik WenkelGuy Wolf
2020-03-18
ReLaText: Exploiting Visual Relationships for Arbitrary-Shaped Scene Text Detection with Graph Convolutional Networks
Chixiang MaLei SunZhuoyao ZhongQiang Huo
2020-03-16
Evaluating Logical Generalization in Graph Neural Networks
| Koustuv SinhaShagun SodhaniJoelle PineauWilliam L. Hamilton
2020-03-14
Cross-GCN: Enhancing Graph Convolutional Network with $k$-Order Feature Interactions
Fuli FengXiangnan HeHanwang ZhangTat-Seng Chua
2020-03-05
AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning
Jianhong ZhangManli ZhangZhiwu LuTao XiangJirong Wen
2020-02-28
Semi-supervised Anomaly Detection on Attributed Graphs
Atsutoshi KumagaiTomoharu IwataYasuhiro Fujiwara
2020-02-27
MGA: Momentum Gradient Attack on Network
Jinyin ChenYixian ChenHaibin ZhengShijing ShenShanqing YuDan ZhangQi Xuan
2020-02-26
Event Detection with Relation-Aware Graph Convolutional Neural Networks
Shiyao CuiBowen YuTingwen LiuZhenyu ZhangXuebin WangJinqiao Shi
2020-02-25
Adaptive Propagation Graph Convolutional Network
| Indro SpinelliSimone ScardapaneAurelio Uncini
2020-02-24
Universal-RCNN: Universal Object Detector via Transferable Graph R-CNN
Hang XuLinpu FangXiaodan LiangWenxiong KangZhenguo Li
2020-02-18
Unifying Graph Convolutional Neural Networks and Label Propagation
| Hongwei WangJure Leskovec
2020-02-17
Graph Prolongation Convolutional Networks: Explicitly Multiscale Machine Learning on Graphs with Applications to Modeling of Cytoskeleton
C. B. ScottEric Mjolsness
2020-02-14
The Power of Graph Convolutional Networks to Distinguish Random Graph Models: Short Version
Abram MagnerMayank BaranwalAlfred O. Hero III
2020-02-13
Graph Universal Adversarial Attacks: A Few Bad Actors Ruin Graph Learning Models
Xiao ZangYi XieJie ChenBo Yuan
2020-02-12
Bilinear Graph Neural Network with Neighbor Interactions
| Hongmin ZhuFuli FengXiangnan HeXiang WangYan LiKai ZhengYongdong Zhang
2020-02-10
Poisson Kernel Avoiding Self-Smoothing in Graph Convolutional Networks
Ziqing YangShoudong HanJun Zhao
2020-02-07
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation
| Xiangnan HeKuan DengXiang WangYan LiYongdong ZhangMeng Wang
2020-02-06
Structural Deep Clustering Network
| Deyu BoXiao WangChuan ShiMeiqi ZhuEmiao LuPeng Cui
2020-02-05
Revisiting Graph based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach
| Lei ChenLe WuRichang HongKun ZhangMeng Wang
2020-01-28
Efficient and Stable Graph Scattering Transforms via Pruning
Vassilis N. IoannidisSiheng ChenGeorgios B. Giannakis
2020-01-27
An Ontology-Aware Framework for Audio Event Classification
Yiwei SunShabnam Ghaffarzadegan
2020-01-27
Simple and Effective Graph Autoencoders with One-Hop Linear Models
| Guillaume SalhaRomain HennequinMichalis Vazirgiannis
2020-01-21
Rumor Detection on Social Media with Bi-Directional Graph Convolutional Networks
Tian BianXi XiaoTingyang XuPeilin ZhaoWenbing HuangYu RongJunzhou Huang
2020-01-17
HyGCN: A GCN Accelerator with Hybrid Architecture
Mingyu YanLei DengXing HuLing LiangYujing FengXiaochun YeZhimin ZhangDongrui FanYuan Xie
2020-01-07
A Block-based Generative Model for Attributed Networks Embedding
Xueyan LiuWenzhuo SongWanli ZuoKatarzyna MusialBo Yang
2020-01-06
General Partial Label Learning via Dual Bipartite Graph Autoencoder
Brian ChenBo WuAlireza ZareianHanwang ZhangShih-Fu Chang
2020-01-05
Chordal-GCN: Exploiting sparsity in training large-scale graph convolutional networks
Anonymous
2020-01-01
Dimensional Reweighting Graph Convolution Networks
Anonymous
2020-01-01
Frequency Analysis for Graph Convolution Network
Anonymous
2020-01-01
Power up! Robust Graph Convolutional Network based on Graph Powering
Anonymous
2020-01-01
Multi-objective Neural Architecture Search via Predictive Network Performance Optimization
Anonymous
2020-01-01
Pruned Graph Scattering Transforms
Anonymous
2020-01-01
Unifying Graph Convolutional Networks as Matrix Factorization
Zhaocheng LiuQiang LiuHaoli ZhangJun Zhu
2020-01-01
Multi-Graph Convolutional Network for Short-Term Passenger Flow Forecasting in Urban Rail Transit
Jinlei ZhangFeng ChenYinan Guo
2020-01-01
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification
| Anonymous
2020-01-01
GraphACT: Accelerating GCN Training on CPU-FPGA Heterogeneous Platforms
| Hanqing ZengViktor Prasanna
2019-12-31
Deep-learning Architecture for Short-term Passenger Flow Forecasting in Urban Rail Transit
Jinlei ZhangFeng ChenYadi ZhuYinan Guo
2019-12-29
Feature-Attention Graph Convolutional Networks for Noise Resilient Learning
Min ShiYufei TangXingquan ZhuJianxun Liu
2019-12-26
Expanding Label Sets for Graph Convolutional Networks
Mustafa CoskunBurcu Bakir GungorMehmet Koyuturk
2019-12-18
Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks
| Lei ShiYifan ZhangJian ChengHanqing LU
2019-12-15
Tracing the Propagation Path: A Flow Perspective of Representation Learning on Graphs
Menghan WangKun ZhangGulin LiKeping YangLuo Si
2019-12-12
Better Understanding Hierarchical Visual Relationship for Image Caption
Zheng-cong Fei
2019-12-04
HyperGCN: A New Method For Training Graph Convolutional Networks on Hypergraphs
| Naganand YadatiMadhav NimishakaviPrateek YadavVikram NitinAnand LouisPartha Talukdar
2019-12-01
PU-GCN: Point Cloud Upsampling using Graph Convolutional Networks
| Guocheng QianAbdulellah AbualshourGuohao LiAli ThabetBernard Ghanem
2019-11-30
Dual-Attention Graph Convolutional Network
Xueya ZhangTong ZhangWenting ZhaoZhen CuiJian Yang
2019-11-28
PointRGCN: Graph Convolution Networks for 3D Vehicles Detection Refinement
Jesus ZarzarSilvio GiancolaBernard Ghanem
2019-11-27
Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting
Weiqi ChenLing ChenYu XieWei CaoYusong GaoXiaojie Feng
2019-11-27
An Attention-Enhanced Recurrent Graph Convolutional Network for Skeleton-Based Action Recognition
Xiaolu DingKai YangWai Chen
2019-11-27
G-TAD: Sub-Graph Localization for Temporal Action Detection
| Mengmeng XuChen ZhaoDavid S. RojasAli ThabetBernard Ghanem
2019-11-26
Multi-Label Classification with Label Graph Superimposing
| Ya WangDongliang HeFu LiXiang LongZhichao ZhouJinwen MaShilei Wen
2019-11-21
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned
| Max BerrendorfEvgeniy FaermanValentyn MelnychukVolker TrespThomas Seidl
2019-11-19
GLMNet: Graph Learning-Matching Networks for Feature Matching
Bo JiangPengfei SunJin TangBin Luo
2019-11-18
Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks
| Difan ZouZiniu HuYewen WangSong JiangYizhou SunQuanquan Gu
2019-11-17
Multi-hop Convolutions on Weighted Graphs
| Qikui ZhuBo DuPingkun Yan
2019-11-12
Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching
| Wei PengXiaopeng HongHaoyu ChenGuoying Zhao
2019-11-11
Higher-order Weighted Graph Convolutional Networks
Songtao LiuLingwei ChenHanze DongZihao WangDinghao WuZengfeng Huang
2019-11-11
Building Segmentation through a Gated Graph Convolutional Neural Network with Deep Structured Feature Embedding
Yilei ShiQingyu LiXiao Xiang Zhu
2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks
| Shikhar VashishthSoumya SanyalVikram NitinPartha Talukdar
2019-11-08
Neural Graph Embedding Methods for Natural Language Processing
Shikhar Vashishth
2019-11-08
Generalizing Energy-based Generative ConvNets from Particle Evolution Perspective
Yang WuXu CaiPengxu WeiGuanbin LiLiang Lin
2019-10-31
Fundamental Limits of Deep Graph Convolutional Networks
Abram MagnerMayank BaranwalAlfred O. Hero III
2019-10-28
Hyperbolic Graph Convolutional Neural Networks
| Ines ChamiRex YingChristopher RéJure Leskovec
2019-10-28
Topological based classification using graph convolutional networks
Roy AbelIdan BenamiYoram Louzoun
2019-10-26
Selective Attention Based Graph Convolutional Networks for Aspect-Level Sentiment Classification
Xiaochen HouJing HuangGuangtao WangKevin HuangXiaodong HeBowen Zhou
2019-10-24
Relation Modeling with Graph Convolutional Networks for Facial Action Unit Detection
Zhilei LiuJiahui DongCuicui ZhangLongbiao WangJianwu Dang
2019-10-23
Edge Dithering for Robust Adaptive Graph Convolutional Networks
Vassilis N. IoannidisGeorgios B. Giannakis
2019-10-21
Graph Convolutional Policy for Solving Tree Decomposition via Reinforcement Learning Heuristics
Taras KhakhulinRoman SchutskiIvan Oseledets
2019-10-18
Decoupling feature propagation from the design of graph auto-encoders
Paul SchererHelena Andres-TerrePietro LioMateja Jamnik
2019-10-18
Detecting intracranial aneurysm rupture from 3D surfaces using a novel GraphNet approach
Z. MaL. SongX. FengG. YangW. ZhuJ. LiuY. ZhangX. YangY. Yin
2019-10-17
DeGNN: Characterizing and Improving Graph Neural Networks with Graph Decomposition
Xupeng MiaoNezihe Merve GürelWentao ZhangZhichao HanBo LiWei MinXi RaoHansheng RenYinan ShanYingxia ShaoYujie WangFan WuHui XueYaming YangZitao ZhangYang ZhaoShuai ZhangYujing WangBin CuiCe Zhang
2019-10-10
Dynamic Self-training Framework for Graph Convolutional Networks
| Ziang ZhouShenzhong ZhangZengfeng Huang
2019-10-07
Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks
| Guillaume SalhaRomain HennequinMichalis Vazirgiannis
2019-10-02
Graph convolutional networks for learning with few clean and many noisy labels
Ahmet IscenGiorgos ToliasYannis AvrithisOndrej ChumCordelia Schmid
2019-10-01
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction
Ling CaiBo YanGengchen MaiKrzysztof JanowiczRui Zhu
2019-10-01
Optimizing Network Structure for 3D Human Pose Estimation
Hai Ci Chunyu Wang Xiaoxuan Ma Yizhou Wang
2019-10-01
Learning Category Correlations for Multi-label Image Recognition with Graph Networks
Qing LiXiaojiang PengYu QiaoQiang Peng
2019-09-28
Relational Graph Learning for Crowd Navigation
| Changan ChenSha HuPayam NikdelGreg MoriManolis Savva
2019-09-28
Hyperspectral Image Classification With Context-Aware Dynamic Graph Convolutional Network
Sheng WanChen GongPing ZhongShirui PanGuangyu LiJian Yang
2019-09-26
Graph-Preserving Grid Layout: A Simple Graph Drawing Method for Graph Classification using CNNs
Yecheng LyuXinming HuangZiming Zhang
2019-09-26
PairNorm: Tackling Oversmoothing in GNNs
| Lingxiao ZhaoLeman Akoglu
2019-09-26
Layerwise Relevance Visualization in Convolutional Text Graph Classifiers
| Robert SchwarzenbergMarc HübnerDavid HarbeckeChristoph AltLeonhard Hennig
2019-09-24
Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better
Yaping ZhengShiyi ChenXinni ZhangXiaofeng ZhangXiaofei YangDi Wang
2019-09-23
Learning 3D-aware Egocentric Spatial-Temporal Interaction via Graph Convolutional Networks
Chengxi LiYue MengStanley H. ChanYi-Ting Chen
2019-09-20
Jointly Learning Entity and Relation Representations for Entity Alignment
| Yuting WuXiao LiuYansong FengZheng WangDongyan Zhao
2019-09-20
Incorporating Dynamicity of Transportation Network with Multi-Weight Traffic Graph Convolution for Traffic Forecasting
Yu Yol ShinYoonjin Yoon
2019-09-16
Instantiation-Net: 3D Mesh Reconstruction from Single 2D Image for Right Ventricle
Zhao-Yang WangXiao-Yun ZhouPeichao LiCelia RigaGuang-Zhong Yang
2019-09-16
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation
| Jiawei ZhangLin Meng
2019-09-12
GmCN: Graph Mask Convolutional Network
Bo JiangBeibei WangJin TangBin Luo
2019-09-04
Graph Convolutional Networks for Road Networks
| Tobias Skovgaard JepsenChristian S. JensenThomas Dyhre Nielsen
2019-08-30
TGG: Transferable Graph Generation for Zero-shot and Few-shot Learning
| Chenrui ZhangXiaoqing LyuZhi Tang
2019-08-30
Personalized Hashtag Recommendation for Micro-videos
| Yinwei WeiZhiyong ChengXuzheng YuZhou ZhaoLei ZhuLiqiang Nie
2019-08-27
AWB-GCN: A Graph Convolutional Network Accelerator with Runtime Workload Rebalancing
Tong GengAng LiTianqi WangChunshu WuYanfei LiAntonino TumeoShuai CheSteve ReinhardtMartin Herbordt
2019-08-23
Graph Convolutional Networks for Coronary Artery Segmentation in Cardiac CT Angiography
Jelmer M. WolterinkTim LeinerIvana Išgum
2019-08-14
Aligning Linguistic Words and Visual Semantic Units for Image Captioning
| Longteng GuoJing LiuJinhui TangJiangwei LiWei LuoHanqing Lu
2019-08-06
Graph Neural Networks for Small Graph and Giant Network Representation Learning: An Overview
Jiawei Zhang
2019-08-01
Anti-Money Laundering in Bitcoin: Experimenting with Graph Convolutional Networks for Financial Forensics
Mark WeberGiacomo DomeniconiJie ChenDaniel Karl I. WeideleClaudio BelleiTom RobinsonCharles E. Leiserson
2019-07-31
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification
| Yu RongWenbing HuangTingyang XuJunzhou Huang
2019-07-25
Spectral-based Graph Convolutional Network for Directed Graphs
Yi MaJianye HaoYaodong YangHan LiJunqi JinGuangyong Chen
2019-07-21
Semi-Supervised Graph Embedding for Multi-Label Graph Node Classification
Kaisheng GaoJing ZhangCangqi Zhou
2019-07-12
Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology
| Nima DehmamyAlbert-László BarabásiRose Yu
2019-07-11
Label Aware Graph Convolutional Network -- Not All Edges Deserve Your Attention
Hao ChenLu WangSenzhang WangDijun LuoWenbing HuangZhoujun Li
2019-07-10
GraphSAINT: Graph Sampling Based Inductive Learning Method
| Hanqing ZengHongkuan ZhouAjitesh SrivastavaRajgopal KannanViktor Prasanna
2019-07-10
GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
| Tsu-Jui FuPeng-Hsuan LiWei-Yun Ma
2019-07-01
AddGraph_ Anomaly Detection in Dynamic Graph Using Attention-based Temporal GCN
Li ZhengZhenpeng LiJian LiZhao Li, and Jun Gao
2019-06-24
ANAE: Learning Node Context Representation for Attributed Network Embedding
Keting CenHuawei ShenJinhua GaoQi CaoBingbing XuXueqi Cheng
2019-06-20
Modeling Sentiment Dependencies with Graph Convolutional Networks for Aspect-level Sentiment Classification
| Pinlong ZhaoaLinlin HoubOu Wua
2019-06-11
Cross-Modal Interaction Networks for Query-Based Moment Retrieval in Videos
Zhu ZhangZhijie LinZhou ZhaoZhenxin Xiao
2019-06-06
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks
| Sitao LuanMingde ZhaoXiao-Wen ChangDoina Precup
2019-06-05
Variational Inference for Graph Convolutional Networks in the Absence of Graph Data and Adversarial Settings
Pantelis ElinasEdwin V. BonillaLouis Tiao
2019-06-05
Binarized Collaborative Filtering with Distilling Graph Convolutional Networks
Haoyu WangDefu LianYong Ge
2019-06-05
Uncertainty-based graph convolutional networks for organ segmentation refinement
Roger D. Soberanis-MukulNassir NavabShadi Albarqouni
2019-06-05
Graph Convolutional Tracking
Junyu Gao Tianzhu Zhang Changsheng Xu
2019-06-01
Exploiting Edge Features for Graph Neural Networks
Liyu Gong Qiang Cheng
2019-06-01
Glocal: Incorporating Global Information in Local Convolution for Keyphrase Extraction
Animesh PrasadMin-Yen Kan
2019-06-01
Path-Augmented Graph Transformer Network
| Benson ChenRegina BarzilayTommi Jaakkola
2019-05-29
Multi-Modal Graph Interaction for Multi-Graph Convolution Network in Urban Spatiotemporal Forecasting
Xu GengXiyu WuLingyu ZhangQiang YangYan LiuJieping Ye
2019-05-27
STAR-GCN: Stacked and Reconstructed Graph Convolutional Networks for Recommender Systems
| Jiani ZhangXingjian ShiShenglin ZhaoIrwin King
2019-05-27
Graph Neural Networks Exponentially Lose Expressive Power for Node Classification
| Kenta OonoTaiji Suzuki
2019-05-27
Approximation Ratios of Graph Neural Networks for Combinatorial Problems
Ryoma SatoMakoto YamadaHisashi Kashima
2019-05-24
Semi-Supervised Classification on Non-Sparse Graphs Using Low-Rank Graph Convolutional Networks
| Dominik AlfkeMartin Stoll
2019-05-24
Simulation and Augmentation of Social Networks for Building Deep Learning Models
| Akanda Wahid -Ul- AshrafMarcin BudkaKatarzyna Musial
2019-05-22
Joint embedding of structure and features via graph convolutional networks
Sébastien LeriqueJacob Levy AbitbolMárton Karsai
2019-05-21
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks
| Wei-Lin ChiangXuanqing LiuSi SiYang LiSamy BengioCho-Jui Hsieh
2019-05-20
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks
Wei-Lin ChiangXuanqing LiuSi SiYang LiSamy BengioCho-Jui Hsieh
2019-05-20
Richly Activated Graph Convolutional Network for Action Recognition with Incomplete Skeletons
| Yi-Fan SongZhang ZhangLiang Wang
2019-05-16
Multi-scale Dynamic Graph Convolutional Network for Hyperspectral Image Classification
| Sheng WanChen GongPing ZhongBo DuLefei ZhangJian Yang
2019-05-14
On Graph Classification Networks, Datasets and Baselines
Enxhell LuzhnicaBen DayPietro Liò
2019-05-12
Predicting Path Failure In Time-Evolving Graphs
| Jia LiZhichao HanHong ChengJiao SuPengyun WangJianfeng ZhangLujia Pan
2019-05-10
Graph Convolutional Network with Sequential Attention For Goal-Oriented Dialogue Systems
Suman BanerjeeMitesh M. Khapra
2019-05-01
Few-shot Classification on Graphs with Structural Regularized GCNs
Shengzhong ZhangZiang ZhouZengfeng HuangZhongyu Wei
2019-05-01
Graph Convolutional Networks with EigenPooling
Yao MaSuhang WangCharu C. AggarwalJiliang Tang
2019-04-30
Graph Optimized Convolutional Networks
Bo JiangZiyan ZhangJin TangBin Luo
2019-04-26
Unsupervised Open Domain Recognition by Semantic Discrepancy Minimization
| Junbao ZhuoShuhui WangShuhao CuiQingming Huang
2019-04-18
DeepGCNs: Can GCNs Go as Deep as CNNs?
| Guohao LiMatthias MüllerAli ThabetBernard Ghanem
2019-04-07
Multi-Label Image Recognition with Graph Convolutional Networks
| Zhao-Min ChenXiu-Shen WeiPeng WangYanwen Guo
2019-04-07
Learning Backtrackless Aligned-Spatial Graph Convolutional Networks for Graph Classification
Lu BailLixin CuiYuhang JiaoLuca RossiEdwin R. Hancock
2019-04-06
Graph Hierarchical Convolutional Recurrent Neural Network (GHCRNN) for Vehicle Condition Prediction
Mingming LuKunfang ZhangHaiying LiuNaixue Xiong
2019-03-12
Interpreting and Understanding Graph Convolutional Neural Network using Gradient-based Attribution Method
Shangsheng XieMingming Lu
2019-03-09
Real-time 3D Shape Instantiation for Partially-deployed Stent Segment from a Single 2D Fluoroscopic Image in Robot-assisted Fenestrated Endovascular Aortic Repair
Jian-Qing ZhengXiao-Yun ZhouGuang-Zhong Yang
2019-02-28
GCNv2: Efficient Correspondence Prediction for Real-Time SLAM
| Jiexiong TangLudvig EricsonJohn FolkessonPatric Jensfelt
2019-02-28
Virtual Adversarial Training on Graph Convolutional Networks in Node Classification
Ke SunZhouchen LinHantao GuoZhanxing Zhu
2019-02-28
Bridging the Gap: Attending to Discontinuity in Identification of Multiword Expressions
| Omid RohanianShiva TaslimipoorSamaneh KouchakiLe An HaRuslan Mitkov
2019-02-27
Generative Collaborative Networks for Single Image Super-Resolution
| Mohamed El Amine SeddikMohamed TamaazoustiJohn Lin
2019-02-27
Multiresolution Graph Attention Networks for Relevance Matching
Ting ZhangBang LiuDi NiuKunfeng LaiYu Xu
2019-02-27
GCN-LASE: Towards Adequately Incorporating Link Attributes in Graph Convolutional Networks
Ziyao LiLiang ZhangGuojie Song
2019-02-26
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs
| Aldo ParejaGiacomo DomeniconiJie ChenTengfei MaToyotaro SuzumuraHiroki KanezashiTim KalerTao B. SchardlCharles E. Leiserson
2019-02-26
Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure
| Fuli FengXiangnan HeJie TangTat-Seng Chua
2019-02-20
GCN-GAN: A Non-linear Temporal Link Prediction Model for Weighted Dynamic Networks
Kai LeiMeng QinBo BaiGong ZhangMin Yang
2019-01-26
Learning Graph Pooling and Hybrid Convolutional Operations for Text Representations
| Hongyang GaoYongjun ChenShuiwang Ji
2019-01-21
Fault Location in Power Distribution Systems via Deep Graph Convolutional Networks
Kunjin ChenJun HuYu ZhangZhanqing YuJinliang He
2018-12-22
GC-LSTM: Graph Convolution Embedded LSTM for Dynamic Link Prediction
| Jinyin ChenXuanheng XuYangyang WuHaibin Zheng
2018-12-11
Graph Node-Feature Convolution for Representation Learning
Li ZhangHeda SongHaiping Lu
2018-11-30
Optimized Skeleton-based Action Recognition via Sparsified Graph Regression
Xiang GaoWei HuJiaxiang TangJiaying LiuZongming Guo
2018-11-29
MGCN: Semi-supervised Classification in Multi-layer Graphs with Graph Convolutional Networks
| Mahsa GhorbaniMahdieh Soleymani BaghshahHamid R. Rabiee
2018-11-21
T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction
| Ling ZhaoYujiao SongChao ZhangYu LiuPu WangTao LinMin DengHaifeng Li
2018-11-12
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion
| Chao ShangYun TangJing HuangJinbo BiXiaodong HeBowen Zhou
2018-11-11
Similarity Learning with Higher-Order Graph Convolutions for Brain Network Analysis
Guixiang MaNesreen K. AhmedTed WillkeDipanjan SenguptaMichael W. ColeNicholas B. Turk-BrownePhilip S. Yu
2018-11-02
Accurate, Efficient and Scalable Graph Embedding
| Hanqing ZengHongkuan ZhouAjitesh SrivastavaRajgopal KannanViktor Prasanna
2018-10-28
Attack Graph Convolutional Networks by Adding Fake Nodes
Xiaoyun WangMinyhao ChengJoe EatonCho-Jui HsiehFelix Wu
2018-10-25
Graph Diffusion-Embedding Networks
Bo JiangDoudou LinJin Tang
2018-10-01
Every Node Counts: Self-Ensembling Graph Convolutional Networks for Semi-Supervised Learning
Yawei LuoTao GuanJunqing YuPing LiuYi Yang
2018-09-26
Graph Laplacian Regularized Graph Convolutional Networks for Semi-supervised Learning
Bo JiangDoudou Lin
2018-09-26
Exploring Visual Relationship for Image Captioning
Ting YaoYingwei PanYehao LiTao Mei
2018-09-19
Integrative Analysis of Patient Health Records and Neuroimages via Memory-based Graph Convolutional Network
| Xi Sheryl ZhangJingyuan ChouFei Wang
2018-09-17
Graph Convolutional Networks for Text Classification
| Liang YaoChengsheng MaoYuan Luo
2018-09-15
HyperGCN: A New Method of Training Graph Convolutional Networks on Hypergraphs
| Naganand YadatiMadhav NimishakaviPrateek YadavVikram NitinAnand LouisPartha Talukdar
2018-09-07
Graph Convolutional Neural Networks based on Quantum Vertex Saliency
Lu BaiYuhang JiaoLuca RossiLixin CuiJian ChengEdwin R. Hancock
2018-09-04
Signed Graph Convolutional Network
| Tyler DerrYao MaJiliang Tang
2018-08-20
Signed Graph Convolutional Network
Tyler DerrYao MaJiliang Tang
2018-08-20
Deeply learning molecular structure-property relationships using attention- and gate-augmented graph convolutional network
| Seongok RyuJaechang LimSeung Hwan HongWoo Youn Kim
2018-05-28
Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition
| Lei ShiYifan ZhangJian ChengHanqing Lu
2018-05-20
Semi-supervised User Geolocation via Graph Convolutional Networks
| Afshin RahimiTrevor CohnTimothy Baldwin
2018-04-22
Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs
| Xiaolong WangYufei YeAbhinav Gupta
2018-03-21
Probabilistic and Regularized Graph Convolutional Networks
Sean Billings
2018-03-12
Improving Graph Convolutional Networks with Non-Parametric Activation Functions
Simone ScardapaneSteven Van VaerenberghDanilo ComminielloAurelio Uncini
2018-02-26
Edge Attention-based Multi-Relational Graph Convolutional Networks
Chao ShangQinqing LiuKo-Shin ChenJiangwen SunJin LuJinfeng YiJinbo Bi
2018-02-14
FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling
| Jie ChenTengfei MaCao Xiao
2018-01-30
Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning
Qimai LiZhichao HanXiao-Ming Wu
2018-01-22
Stochastic Training of Graph Convolutional Networks
Jianfei ChenJun Zhu
2018-01-01
Stochastic Training of Graph Convolutional Networks with Variance Reduction
| Jianfei ChenJun ZhuLe Song
2017-10-29
Graph Convolutional Networks for Named Entity Recognition
| A. CetoliS. BragagliaA. D. O'HarneyM. Sloan
2017-09-28
Graph-based Neural Multi-Document Summarization
Michihiro YasunagaRui ZhangKshitijh MeeluAyush PareekKrishnan SrinivasanDragomir Radev
2017-06-20
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling
| Diego MarcheggianiIvan Titov
2017-03-14
Spectral Graph Convolutions for Population-based Disease Prediction
| Sarah ParisotSofia Ira KtenaEnzo FerranteMatthew LeeRicardo Guerrerro MorenoBen GlockerDaniel Rueckert
2017-03-08
Semi-Supervised Classification with Graph Convolutional Networks
| Thomas N. KipfMax Welling
2016-09-09

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