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Adversarial Robustness under Long-Tailed Distribution


Apr 06, 2021
Tong Wu, Ziwei Liu, Qingqiu Huang, Yu Wang, Dahua Lin

* Accepted to CVPR 2021 (Oral) 

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Reinforcement Learning with Temporal Logic Constraints for Partially-Observable Markov Decision Processes


Apr 04, 2021
Yu Wang, Alper Kamil Bozkurt, Miroslav Pajic


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ExKaldi-RT: A Real-Time Automatic Speech Recognition Extension Toolkit of Kaldi


Apr 03, 2021
Yu Wang, Chee Siang Leow, Akio Kobayashi, Takehito Utsuro, Hiromitsu Nishizaki

* Submitted to INTERSPEECH2021 

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Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web


Mar 29, 2021
Kalpa Gunaratna, Yu Wang, Hongxia Jin


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Ensemble-in-One: Learning Ensemble within Random Gated Networks for Enhanced Adversarial Robustness


Mar 27, 2021
Yi Cai, Xuefei Ning, Huazhong Yang, Yu Wang


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Model-Free Learning of Safe yet Effective Controllers


Mar 26, 2021
Alper Kamil Bozkurt, Yu Wang, Miroslav Pajic


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FedGP: Correlation-Based Active Client Selection for Heterogeneous Federated Learning


Mar 24, 2021
Minxue Tang, Xuefei Ning, Yitu Wang, Yu Wang, Yiran Chen

* 12 pages, 6 figures 

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Track to Detect and Segment: An Online Multi-Object Tracker


Mar 16, 2021
Jialian Wu, Jiale Cao, Liangchen Song, Yu Wang, Ming Yang, Junsong Yuan

* Accepted to CVPR 2021 

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Bidirectional Machine Reading Comprehension for Aspect Sentiment Triplet Extraction


Mar 13, 2021
Shaowei Chen, Yu Wang, Jie Liu, Yuelin Wang

* Accepted by AAAI 2021 

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Discovering Diverse Multi-Agent Strategic Behavior via Reward Randomization


Mar 12, 2021
Zhenggang Tang, Chao Yu, Boyuan Chen, Huazhe Xu, Xiaolong Wang, Fei Fang, Simon Du, Yu Wang, Yi Wu

* Accepted paper on ICLR 2021. First two authors share equal contribution 

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Learning-Based Vulnerability Analysis of Cyber-Physical Systems


Mar 10, 2021
Amir Khazraei, Spencer Hallyburton, Qitong Gao, Yu Wang, Miroslav Pajic


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The Surprising Effectiveness of MAPPO in Cooperative, Multi-Agent Games


Mar 02, 2021
Chao Yu, Akash Velu, Eugene Vinitsky, Yu Wang, Alexandre Bayen, Yi Wu


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CogDL: An Extensive Toolkit for Deep Learning on Graphs


Mar 01, 2021
Yukuo Cen, Zhenyu Hou, Yan Wang, Qibin Chen, Yizhen Luo, Xingcheng Yao, Aohan Zeng, Shiguang Guo, Peng Zhang, Guohao Dai, Yu Wang, Chang Zhou, Hongxia Yang, Jie Tang


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Demystifying Code Summarization Models


Feb 09, 2021
Yu Wang, Fengjuan Gao, Linzhang Wang


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Learning Optimal Strategies for Temporal Tasks in Stochastic Games


Feb 08, 2021
Alper Kamil Bozkurt, Yu Wang, Miroslav Pajic


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Machine Learning for Electronic Design Automation: A Survey


Jan 10, 2021
Guyue Huang, Jingbo Hu, Yifan He, Jialong Liu, Mingyuan Ma, Zhaoyang Shen, Juejian Wu, Yuanfan Xu, Hengrui Zhang, Kai Zhong, Xuefei Ning, Yuzhe Ma, Haoyu Yang, Bei Yu, Huazhong Yang, Yu Wang


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Multi-shot NAS for Discovering Adversarially Robust Convolutional Neural Architectures at Targeted Capacities


Jan 01, 2021
Xuefei Ning, Junbo Zhao, Wenshuo Li, Tianchen Zhao, Huazhong Yang, Yu Wang

* 9 pages, 8 pages appendices 

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BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures


Dec 21, 2020
Tianchen Zhao, Xuefei Ning, Songyi Yang, Shuang Liang, Peng Lei, Jianfei Chen, Huazhong Yang, Yu Wang


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TRACE: Early Detection of Chronic Kidney Disease Onset with Transformer-Enhanced Feature Embedding


Dec 03, 2020
Yu Wang, Ziqiao Guan, Wei Hou, Fusheng Wang


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aw_nas: A Modularized and Extensible NAS framework


Nov 25, 2020
Xuefei Ning, Changcheng Tang, Wenshuo Li, Songyi Yang, Tianchen Zhao, Niansong Zhang, Tianyi Lu, Shuang Liang, Huazhong Yang, Yu Wang


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Attentional Separation-and-Aggregation Network for Self-supervised Depth-Pose Learning in Dynamic Scenes


Nov 18, 2020
Feng Gao, Jincheng Yu, Hao Shen, Yu Wang, Huazhong Yang

* accepted by CoRL2020 

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A Learning-Based Tune-Free Control Framework for Large Scale Autonomous Driving System Deployment


Nov 09, 2020
Yu Wang, Shu Jiang, Weiman Lin, Yu Cao, Longtao Lin, Jiangtao Hu, Jinghao Miao, Qi Luo

* 8 pages, 12 figures 

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Secure Planning Against Stealthy Attacks via Model-Free Reinforcement Learning


Nov 03, 2020
Alper Kamil Bozkurt, Yu Wang, Miroslav Pajic


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DRF: A Framework for High-Accuracy Autonomous Driving Vehicle Modeling


Nov 01, 2020
Shu Jiang, Yu Wang, Longtao Lin, Weiman Lin, Yu Cao, Jinghao Miao, Qi Luo


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Face Hallucination Using Split-Attention in Split-Attention Network


Oct 22, 2020
Yuanzhi Wang, Tao Lu, Yu Wang, Yanduo Zhang


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Joint Contrastive Learning with Infinite Possibilities


Oct 10, 2020
Qi Cai, Yu Wang, Yingwei Pan, Ting Yao, Tao Mei

* NeurIPS 2020 Spotlight; Code is publicly available at: https://github.com/caiqi/Joint-Contrastive-Learning 

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How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers?


Oct 05, 2020
Shayne Longpre, Yu Wang, Christopher DuBois

* 2 tables; 1 figure; EMNLP Findings 

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