no code implementations • FEVER (ACL) 2022 • Bhavnick Minhas, Anant Shankhdhar, Vivek Gupta, Divyanshu Aggarwal, Shuo Zhang
In this paper, we use machine translation methods to construct a multilingual tabular NLI dataset, namely XINFOTABS, which expands the English tabular NLI dataset of INFOTABS to ten diverse languages.
no code implementations • ACL 2022 • Vivek Gupta, Shuo Zhang, Alakananda Vempala, Yujie He, Temma Choji, Vivek Srikumar
On the downstream tabular inference task, using only the automatically extracted evidence as the premise, our approach outperforms prior benchmarks.
1 code implementation • 27 May 2023 • Shuyu Guo, Shuo Zhang, Weiwei Sun, Pengjie Ren, Zhumin Chen, Zhaochun Ren
To achieve this, we conduct manual and automatic approaches to extend these dialogues and construct a new CRS dataset, namely Explainable Recommendation Dialogues (E-ReDial).
no code implementations • 25 May 2023 • Zi Liang, Pinghui Wang, Ruofei Zhang, Nuo Xu, Shuo Zhang
Recent years have seen increasing concerns about the private inference of NLP services and Transformer models.
no code implementations • 25 May 2023 • Zi Liang, Pinghui Wang, Ruofei Zhang, Shuo Zhang, Xiaofan Ye Yi Huang, Junlan Feng
Recent years have seen increasing concerns about the unsafe response generation of large-scale dialogue systems, where agents will learn offensive or biased behaviors from the real-world corpus.
no code implementations • 23 May 2023 • Shuo Zhang, Liangming Pan, Junzhou Zhao, William Yang Wang
To address this issue, we introduce MixAlign, a framework that interacts with both the user and the knowledge base to obtain and integrate clarifications on how the user question relates to the stored information.
1 code implementation • CVPR 2023 • Runsheng Xu, Xin Xia, Jinlong Li, Hanzhao Li, Shuo Zhang, Zhengzhong Tu, Zonglin Meng, Hao Xiang, Xiaoyu Dong, Rui Song, Hongkai Yu, Bolei Zhou, Jiaqi Ma
To facilitate the development of cooperative perception, we present V2V4Real, the first large-scale real-world multi-modal dataset for V2V perception.
no code implementations • 13 Mar 2023 • Zeqi Shen, Shuo Zhang, Zhuhao Zhang, Qihua Chen, Xueyao Dong, Youfang Lin
On the other hand, because the blur degree also varies with the depth of the object, a depth perception view attention is designed to deblur different depth areas by selectively integrating information from different views.
no code implementations • 13 Mar 2023 • N Shashaank, Berker Banar, Mohammad Rasool Izadi, Jeremy Kemmerer, Shuo Zhang, Chuan-Che, Huang
In this paper, we propose addressing these challenges using HiSSNet (Hierarchical SED and SID Network).
no code implementations • 27 Feb 2023 • Shuo Zhang, Junzhou Zhao, Pinghui Wang, Tianxiang Wang, Zi Liang, Jing Tao, Yi Huang, Junlan Feng
To cope with this problem, we explore to improve multi-action dialog policy learning with explicit and implicit turn-level user feedback received for historical predictions (i. e., logged user feedback) that are cost-efficient to collect and faithful to real-world scenarios.
no code implementations • 27 Feb 2023 • Xiangtao Wang, Ruizhi Wang, Biao Tian, Jiaojiao Zhang, Shuo Zhang, Junyang Chen, Thomas Lukasiewicz, Zhenghua Xu
We leverage the masked patches selection strategy to choose masked patches with lesions to obtain more lesion representation information, and the adaptive masking strategy is utilized to help learn more mutual information and improve performance further.
no code implementations • 22 Feb 2023 • Hexiang Zhang, Zhenghua Xu, Dan Yao, Shuo Zhang, Junyang Chen, Thomas Lukasiewicz
Analysis of X-ray images is one of the main tools to diagnose breast cancer.
no code implementations • 26 Jan 2023 • Shuo Zhang
We find in practice simply adding the subtask might confuse the main task learning, hence Multi-task Attention Module is proposed to deal with the feature interaction between the multiple learning targets.
1 code implementation • 13 Jan 2023 • Jafar Afzali, Aleksander Mark Drzewiecki, Krisztian Balog, Shuo Zhang
We present an extensible user simulation toolkit to facilitate automatic evaluation of conversational recommender systems.
no code implementations • 12 Jan 2023 • Yushan Qian, Bo wang, Shangzhao Ma, Wu Bin, Shuo Zhang, Dongming Zhao, Kun Huang, Yuexian Hou
Towards human-like dialogue systems, current emotional dialogue approaches jointly model emotion and semantics with a unified neural network.
no code implementations • 15 Dec 2022 • Khalid Alnajjar, Mika Hämäläinen, Shuo Zhang
We present the first openly available multimodal metaphor annotated corpus.
no code implementations • 28 Oct 2022 • Shuo Zhang, Yang Liu, Lei Xie
Biological functions of RNAs are determined by their three-dimensional (3D) structures.
no code implementations • 23 Oct 2022 • Dibyakanti Kumar, Vivek Gupta, Soumya Sharma, Shuo Zhang
We observed that our framework could generate human-like tabular inference examples, which could benefit training data augmentation, especially in the scenario with limited supervision.
no code implementations • 21 Oct 2022 • Abhilash Reddy Shankarampeta, Vivek Gupta, Shuo Zhang
Recent methods based on pre-trained language models have exhibited superior performance over tabular tasks (e. g., tabular NLI), despite showing inherent problems such as not using the right evidence and inconsistent predictions across inputs while reasoning over the tabular data.
no code implementations • 3 Aug 2022 • Chen Ding, Xiao-Yue Xu, Yun-Fei Niu, Shuo Zhang, Wan-su Bao, He-Liang Huang
Here, we design and implement two AL-enpowered variational quantum classifiers, to investigate the potential applications and effectiveness of AL in quantum machine learning.
no code implementations • 31 Jul 2022 • Yun-Fei Niu, Shuo Zhang, Chen Ding, Wan-su Bao, He-Liang Huang
Variational quantum algorithms (VQAs) have emerged as a promising near-term technique to explore practical quantum advantage on noisy intermediate-scale quantum (NISQ) devices.
1 code implementation • 24 Jul 2022 • Zihang Xu, Zhenghua Xu, Shuo Zhang, Thomas Lukasiewicz
Unlike most existing semi-supervised learning methods, adversarial training based methods distinguish samples from different sources by learning the data distribution of the segmentation map, leading the segmenter to generate more accurate predictions.
no code implementations • 6 Jun 2022 • Shuo Zhang, Yang Liu, Lei Xie
Recent advances in applying Graph Neural Networks (GNNs) to molecular science have showcased the power of learning three-dimensional (3D) structure representations with GNNs.
no code implementations • 26 May 2022 • Dong Jing, Shuo Zhang, Song Chang, Youfang Lin
In this paper, we propose a novel LFRR network by directly utilizing the complementary pixel information of raindrop-free areas in the input raindrop LF, which consists of the re-sampling module and the refinement module.
1 code implementation • 3 May 2022 • Shuo Zhang, Mu-Chun Wang, Krisztian Balog
User simulation has been a cost-effective technique for evaluating conversational recommender systems.
1 code implementation • 25 Apr 2022 • Shuo Zhang, Junzhou Zhao, Pinghui Wang, Yu Li, Yi Huang, Junlan Feng
Multi-action dialog policy (MADP), which generates multiple atomic dialog actions per turn, has been widely applied in task-oriented dialog systems to provide expressive and efficient system responses.
1 code implementation • 2 Apr 2022 • Weiwei Sun, Shuyu Guo, Shuo Zhang, Pengjie Ren, Zhumin Chen, Maarten de Rijke, Zhaochun Ren
Employing existing user simulators to evaluate TDSs is challenging as user simulators are primarily designed to optimize dialogue policies for TDSs and have limited evaluation capabilities.
1 code implementation • 27 Mar 2022 • Mohamed Trabelsi, Zhiyu Chen, Shuo Zhang, Brian D. Davison, Jeff Heflin
In this paper, we propose StruBERT, a structure-aware BERT model that fuses the textual and structural information of a data table to produce context-aware representations for both textual and tabular content of a data table.
1 code implementation • 8 Mar 2022 • Jiajun Fei, Ziyu Zhu, Wenlei Liu, Zhidong Deng, Mingyang Li, Huanjun Deng, Shuo Zhang
We strictly prove that any permutation-invariant function implemented by DuMLP-Pin can be decomposed into two or more permutation-equivariant ones in a dot-product way as the cardinality of the given input set is greater than a threshold.
no code implementations • 23 Nov 2021 • Tian Cai, Li Xie, Muge Chen, Yang Liu, Di He, Shuo Zhang, Cameron Mura, Philip E. Bourne, Lei Xie
Advances in biomedicine are largely fueled by exploring uncharted territories of human biology.
no code implementations • 5 Nov 2021 • Rahul Mishra, Shuo Zhang
Automatic detection of click-bait and incongruent news headlines is crucial to maintaining the reliability of the Web and has raised much research attention.
1 code implementation • ACL 2021 • Fengbin Zhu, Wenqiang Lei, Youcheng Huang, Chao Wang, Shuo Zhang, Jiancheng Lv, Fuli Feng, Tat-Seng Chua
In this work, we extract samples from real financial reports to build a new large-scale QA dataset containing both Tabular And Textual data, named TAT-QA, where numerical reasoning is usually required to infer the answer, such as addition, subtraction, multiplication, division, counting, comparison/sorting, and the compositions.
Ranked #1 on Question Answering on TAT-QA
1 code implementation • 13 May 2021 • Shuo Zhang, Krisztian Balog
The main novel contribution of this work is a semantic table retrieval framework for matching information needs (keyword or table queries) against tables.
1 code implementation • 8 May 2021 • Weiwei Sun, Shuo Zhang, Krisztian Balog, Zhaochun Ren, Pengjie Ren, Zhumin Chen, Maarten de Rijke
The purpose of the task is to increase the evaluation power of user simulations and to make the simulation more human-like.
no code implementations • CVPR 2021 • Yu Wang, Rui Zhang, Shuo Zhang, Miao Li, Yangyang Xia, Xishan Zhang, Shaoli Liu
The directions of weights, and the gradients, can be divided into domain-specific and domain-invariant parts, and the goal of domain adaptation is to concentrate on the domain-invariant direction while eliminating the disturbance from domain-specific one.
1 code implementation • 5 May 2021 • Zhiyu Chen, Shuo Zhang, Brian D. Davison
We describe the development, characteristics and availability of a test collection for the task of Web table retrieval, which uses a large-scale Web Table Corpora extracted from the Common Crawl.
no code implementations • 26 Jan 2021 • Yingxia Xi, Xia Ji, Shuo Zhang
The paper presents a finite element scheme for the elastic transmission eigenvalue problem written as a fourth order eigenvalue problem.
Numerical Analysis Numerical Analysis 31A30, 65N30, 47B07
1 code implementation • 15 Dec 2020 • Shuo Zhang, Junzhou Zhao, Pinghui Wang, Nuo Xu, Yang Yang, Yiting Liu, Yi Huang, Junlan Feng
This will result in the issue of contract inconsistencies, which may severely impair the legal validity of the contract.
no code implementations • 23 Nov 2020 • Tong Shen, Wenlong Cai, Yan Lin, Shuo Zhang, Jinyong Lin, Feng Shu, Jiangzhou Wang
Then, multiple RISs are utilized to achieve SPWT through the reflection path among transmitter, RISs and receivers in order to enhance the communication performance and energy efficiency simultaneously.
2 code implementations • 15 Nov 2020 • Shuo Zhang, Yang Liu, Lei Xie
The prediction of physicochemical properties from molecular structures is a crucial task for artificial intelligence aided molecular design.
Ranked #1 on Drug Discovery on QM9
no code implementations • 26 Oct 2020 • Guibin Chen, BoSheng Wang, Xiaoliang Wang, Huanjun Deng, Bing Wang, Shuo Zhang
Lidar odometry (LO) is a key technology in numerous reliable and accurate localization and mapping systems of autonomous driving.
2 code implementations • 8 Sep 2020 • Javeria Habib, Shuo Zhang, Krisztian Balog
Conversational recommender systems support users in accomplishing recommendation-related goals via multi-turn conversations.
1 code implementation • 26 Aug 2020 • Qingyan Sun, Shuo Zhang, Song Chang, Lixi Zhu, Youfang Lin
Light field cameras have been proved to be powerful tools for 3D reconstruction and virtual reality applications.
no code implementations • 19 Aug 2020 • Shuo Zhang, Krisztian Balog, Jamie Callan
Category systems are central components of knowledge bases, as they provide a hierarchical grouping of semantically related concepts and entities.
no code implementations • 21 Jun 2020 • Gaofeng Pan, Hongjiang Lei, Jianping An, Shuo Zhang, Mohamed-Slim Alouini
By observing the fact that moving in a straight line is a common flying behavior of unmanned aerial vehicles (UAVs) in normal applications, e. g., power line inspections, and air patrols along with highway/streets/borders, in this paper we investigate the secrecy outage performance of a UAV system with linear trajectory, where a UAV ($S$) flies in a straight line and transmits its information over the downlink to a legitimate receiver ($D$) on the ground while an eavesdropping UAV ($E$) trying to overhear the information delivery between $S$ and $D$.
1 code implementation • 15 Jun 2020 • Shuo Zhang, Krisztian Balog
Conversational information access is an emerging research area.
no code implementations • 1 Jun 2020 • Guibin Chen, Jiong Deng, Dongze Huang, Shuo Zhang
HD (High Definition) map based on 3D lidar plays a vital role in autonomous vehicle localization, planning, decision-making, perception, etc.
no code implementations • 27 May 2020 • Hongwei Xie, Shuo Zhang, Huanghao Ding, Yafei Song, Baitao Shao, Conggang Hu, Ling Cai, Mingyang Li
The inherent heavy computation of deep neural networks prevents their widespread applications.
1 code implementation • 23 May 2020 • Shuo Zhang, Zhuyun Dai, Krisztian Balog, Jamie Callan
We propose to generate natural language summaries as answers to describe the complex information contained in a table.
1 code implementation • 1 Feb 2020 • Shuo Zhang, Edgar Meij, Krisztian Balog, Ridho Reinanda
We refer to this process as novel entity discovery and, to the best of our knowledge, it is the first endeavor on mining the unlinked cells in web tables.
no code implementations • 1 Feb 2020 • Shuo Zhang, Krisztian Balog
Tables are a powerful and popular tool for organizing and manipulating data.
1 code implementation • 8 Sep 2019 • Shuo Zhang, Krisztian Balog
We address the task of auto-completing data cells in relational tables.
no code implementations • 5 Aug 2019 • Jie Lin, Dan-Bo Zhang, Shuo Zhang, Xiang Wang, Tan Li, Wan-su Bao
We also incorporate kernel methods into the above quantum algorithms, which uses both exponential growth Hilbert space of qubits and infinite dimensionality of continuous variable for quantum feature maps.
no code implementations • 8 Jul 2019 • Shuo Zhang, Krisztian Balog
Tables are an extremely powerful visual and interactive tool for structuring and manipulating data, making spreadsheet programs one of the most popular computer applications.
1 code implementation • 4 Jul 2019 • Shuo Zhang, Lei Xie
To improve the performance of attention-based GNNs, we propose cardinality preserved attention (CPA) models that can be applied to any kind of attention mechanisms.
Ranked #2 on Graph Classification on REDDIT-B
no code implementations • WS 2019 • Shuo Zhang
In spontaneous speech, Mandarin tones that belong to the same tone category may exhibit many different contour shapes.
no code implementations • CVPR 2019 • Shuo Zhang, Youfang Lin, Hao Sheng
Light field cameras are considered to have many potential applications since angular and spatial information is captured simultaneously.
1 code implementation • 31 May 2019 • Li Deng, Shuo Zhang, Krisztian Balog
Tables contain valuable knowledge in a structured form.
no code implementations • 6 Jan 2019 • Yang Deng, Yao Sun, Yongpei Zhu, Yue Xu, Qianxi Yang, Shuo Zhang, Mingwang Zhu, Jirang Sun, Weiling Zhao, Xiaobo Zhou, Kehong Yuan
In this paper, we propose a new criterion to evaluate efforts of doctors annotating medical image.
no code implementations • 1 Aug 2018 • Yao Sun, Yang Deng, Yue Xu, Shuo Zhang, Mingwang Zhu, Kehong Yuan
Magnetic Resonance Imaging (MRI) is widely used in the pathological and functional studies of the brain, such as epilepsy, tumor diagnosis, etc.
no code implementations • 23 Jul 2018 • Yang Deng, Yao Sun, Yongpei Zhu, Shuo Zhang, Mingwang Zhu, Kehong Yuan
It is on the basis of this, we propose a judgement to distinguish data sets that different models are good at.
no code implementations • 22 Feb 2018 • Heng Ding, Shuo Zhang, Darío Garigliotti, Krisztian Balog
We address the task of generating query suggestions for task-based search.
2 code implementations • 16 Feb 2018 • Shuo Zhang, Krisztian Balog
Specifically, we (i) represent queries and tables in multiple semantic spaces (both discrete sparse and continuous dense vector representations) and (ii) introduce various similarity measures for matching those semantic representations.