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End-to-End Variational Bayesian Training of Tensorized Neural Networks with Automatic Rank Determination

Oct 17, 2020
Cole Hawkins, Zheng Zhang


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DistDGL: Distributed Graph Neural Network Training for Billion-Scale Graphs

Oct 16, 2020
Da Zheng, Chao Ma, Minjie Wang, Jinjing Zhou, Qidong Su, Xiang Song, Quan Gan, Zheng Zhang, George Karypis


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CoLAKE: Contextualized Language and Knowledge Embedding

Oct 01, 2020
Tianxiang Sun, Yunfan Shao, Xipeng Qiu, Qipeng Guo, Yaru Hu, Xuanjing Huang, Zheng Zhang

* Accepted by COLING 2020 

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FeatGraph: A Flexible and Efficient Backend for Graph Neural Network Systems

Sep 29, 2020
Yuwei Hu, Zihao Ye, Minjie Wang, Jiali Yu, Da Zheng, Mu Li, Zheng Zhang, Zhiru Zhang, Yida Wang

* SC'20; changed all figures to type 1 

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Efficient Estimation of General Treatment Effects using Neural Networks with A Diverging Number of Confounders

Sep 16, 2020
Xiaohong Chen, Ying Liu, Shujie Ma, Zheng Zhang


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Dual-constrained Deep Semi-Supervised Coupled Factorization Network with Enriched Prior

Sep 08, 2020
Yan Zhang, Zhao Zhang, Yang Wang, Zheng Zhang, Li Zhang, Shuicheng Yan, Meng Wang


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Trojaning Language Models for Fun and Profit

Aug 01, 2020
Xinyang Zhang, Zheng Zhang, Ting Wang

* 19 pages (14 for main text, 5 for appendix), 6 figures, under review 

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Adversarial Bipartite Graph Learning for Video Domain Adaptation

Jul 31, 2020
Yadan Luo, Zi Huang, Zijian Wang, Zheng Zhang, Mahsa Baktashmotlagh

* Proceedings of the 28th ACM International Conference on Multimedia (MM '20) 

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RepPoints V2: Verification Meets Regression for Object Detection

Jul 16, 2020
Yihong Chen, Zheng Zhang, Yue Cao, Liwei Wang, Stephen Lin, Han Hu


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A Closer Look at Local Aggregation Operators in Point Cloud Analysis

Jul 02, 2020
Ze Liu, Han Hu, Yue Cao, Zheng Zhang, Xin Tong

* Code available at https://github.com/zeliu98/CloserLook3D 

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Parametric Instance Classification for Unsupervised Visual Feature Learning

Jun 25, 2020
Yue Cao, Zhenda Xie, Bin Liu, Yutong Lin, Zheng Zhang, Han Hu


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Disentangled Non-Local Neural Networks

Jun 11, 2020
Minghao Yin, Zhuliang Yao, Yue Cao, Xiu Li, Zheng Zhang, Stephen Lin, Han Hu


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CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training

Jun 11, 2020
Qipeng Guo, Zhijing Jin, Xipeng Qiu, Weinan Zhang, David Wipf, Zheng Zhang

* Submitted to NeurIPS 2020 

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Dual-level Semantic Transfer Deep Hashing for Efficient Social Image Retrieval

Jun 10, 2020
Lei Zhu, Hui Cui, Zhiyong Cheng, Jingjing Li, Zheng Zhang

* Accepted by IEEE TCSVT 

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Relation of the Relations: A New Paradigm of the Relation Extraction Problem

Jun 05, 2020
Zhijing Jin, Yongyi Yang, Xipeng Qiu, Zheng Zhang


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Repurpose Open Data to Discover Therapeutics for COVID-19 using Deep Learning

May 21, 2020
Xiangxiang Zeng, Xiang Song, Tengfei Ma, Xiaoqin Pan, Yadi Zhou, Yuan Hou, Zheng Zhang, George Karypis, Feixiong Cheng


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Learning Goal-oriented Dialogue Policy with Opposite Agent Awareness

Apr 21, 2020
Zheng Zhang, Lizi Liao, Xiaoyan Zhu, Tat-Seng Chua, Zitao Liu, Yan Huang, Minlie Huang


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Negative Margin Matters: Understanding Margin in Few-shot Classification

Mar 26, 2020
Bin Liu, Yue Cao, Yutong Lin, Qi Li, Zheng Zhang, Mingsheng Long, Han Hu

* Code is available at https://github.com/bl0/negative-margin.few-shot 

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Spatially Adaptive Inference with Stochastic Feature Sampling and Interpolation

Mar 19, 2020
Zhenda Xie, Zheng Zhang, Xizhou Zhu, Gao Huang, Stephen Lin


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Recent Advances and Challenges in Task-oriented Dialog System

Mar 19, 2020
Zheng Zhang, Ryuichi Takanobu, Minlie Huang, Xiaoyan Zhu

* Under review of SCIENCE CHINA Technological Science 

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CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset

Feb 28, 2020
Qi Zhu, Kaili Huang, Zheng Zhang, Xiaoyan Zhu, Minlie Huang

* Accepted by TACL 

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Transformer on a Diet

Feb 14, 2020
Chenguang Wang, Zihao Ye, Aston Zhang, Zheng Zhang, Alexander J. Smola

* 6 pages, 2 tables, 1 figure 

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ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems

Feb 12, 2020
Qi Zhu, Zheng Zhang, Yan Fang, Xiang Li, Ryuichi Takanobu, Jinchao Li, Baolin Peng, Jianfeng Gao, Xiaoyan Zhu, Minlie Huang


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Fully-Convolutional Intensive Feature Flow Neural Network for Text Recognition

Jan 15, 2020
Zhao Zhang, Zemin Tang, Zheng Zhang, Yang Wang, Jie Qin, Meng Wang

* Accepted by the 24th European Conference on Artificial Intelligence (ECAI 2020). arXiv admin note: text overlap with arXiv:1912.07016 

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Deep Self-representative Concept Factorization Network for Representation Learning

Dec 29, 2019
Yan Zhang, Zhao Zhang, Zheng Zhang, Mingbo Zhao, Li Zhang, Zhengjun Zha, Meng Wang

* Accepted by SDM 2020 

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Dense RepPoints: Representing Visual Objects with Dense Point Sets

Dec 24, 2019
Ze Yang, Yinghao Xu, Han Xue, Zheng Zhang, Raquel Urtasun, Liwei Wang, Stephen Lin, Han Hu


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