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Combiner: Full Attention Transformer with Sparse Computation Cost

Jul 12, 2021
Hongyu Ren, Hanjun Dai, Zihang Dai, Mengjiao Yang, Jure Leskovec, Dale Schuurmans, Bo Dai

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Safe Exploration by Solving Early Terminated MDP

Jul 09, 2021
Hao Sun, Ziping Xu, Meng Fang, Zhenghao Peng, Jiadong Guo, Bo Dai, Bolei Zhou

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On the Sample Complexity of Batch Reinforcement Learning with Policy-Induced Data

Jun 18, 2021
Chenjun Xiao, Ilbin Lee, Bo Dai, Dale Schuurmans, Csaba Szepesvari

* 26 pages, 2 figures 

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Optimization Variance: Exploring Generalization Properties of DNNs

Jun 03, 2021
Xiao Zhang, Dongrui Wu, Haoyi Xiong, Bo Dai

* Work in progress 

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Scene-aware Generative Network for Human Motion Synthesis

May 31, 2021
Jingbo Wang, Sijie Yan, Bo Dai, Dahua LIn

* Accepted by CVPR2021 

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Leveraging Non-uniformity in First-order Non-convex Optimization

May 13, 2021
Jincheng Mei, Yue Gao, Bo Dai, Csaba Szepesvari, Dale Schuurmans

* 48 pages, 10 figures. Accepted at ICML 2021 

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Unsupervised 3D Shape Completion through GAN Inversion

Apr 29, 2021
Junzhe Zhang, Xinyi Chen, Zhongang Cai, Liang Pan, Haiyu Zhao, Shuai Yi, Chai Kiat Yeo, Bo Dai, Chen Change Loy

* Accepted in CVPR 2021, project webpage: 

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Revisiting Skeleton-based Action Recognition

Apr 28, 2021
Haodong Duan, Yue Zhao, Kai Chen, Dian Shao, Dahua Lin, Bo Dai

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Visually Informed Binaural Audio Generation without Binaural Audios

Apr 13, 2021
Xudong Xu, Hang Zhou, Ziwei Liu, Bo Dai, Xiaogang Wang, Dahua Lin

* Accepted by CVPR 2021. Code, models, and demo video are available on our webpage: \ 

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On the Optimality of Batch Policy Optimization Algorithms

Apr 06, 2021
Chenjun Xiao, Yifan Wu, Tor Lattimore, Bo Dai, Jincheng Mei, Lihong Li, Csaba Szepesvari, Dale Schuurmans

* 29 pages, 8 figures 

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Nearly Horizon-Free Offline Reinforcement Learning

Mar 25, 2021
Tongzheng Ren, Jialian Li, Bo Dai, Simon S. Du, Sujay Sanghavi

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DeepStyle: User Style Embedding for Authorship Attribution of Short Texts

Mar 14, 2021
Zhiqiang Hu, Roy Ka-Wei Lee, Lei Wang, Ee-Peng Lim, Bo Dai

* Paper accepted for 4th APWeb-WAIM Joint Conference on Web and Big Data 

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Towards Automatic Evaluation of Dialog Systems: A Model-Free Off-Policy Evaluation Approach

Feb 28, 2021
Haoming Jiang, Bo Dai, Mengjiao Yang, Tuo Zhao, Wei Wei

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Off-Policy Imitation Learning from Observations

Feb 25, 2021
Zhuangdi Zhu, Kaixiang Lin, Bo Dai, Jiayu Zhou

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Focal Frequency Loss for Generative Models

Dec 23, 2020
Liming Jiang, Bo Dai, Wayne Wu, Chen Change Loy

* GitHub: 

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Offline Policy Selection under Uncertainty

Dec 12, 2020
Mengjiao Yang, Bo Dai, Ofir Nachum, George Tucker, Dale Schuurmans

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Learning Discrete Energy-based Models via Auxiliary-variable Local Exploration

Nov 10, 2020
Hanjun Dai, Rishabh Singh, Bo Dai, Charles Sutton, Dale Schuurmans

* NeurIPS 2020 

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Do 2D GANs Know 3D Shape? Unsupervised 3D shape reconstruction from 2D Image GANs

Nov 02, 2020
Xingang Pan, Bo Dai, Ziwei Liu, Chen Change Loy, Ping Luo

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Named Entity Recognition for Social Media Texts with Semantic Augmentation

Oct 29, 2020
Yuyang Nie, Yuanhe Tian, Xiang Wan, Yan Song, Bo Dai

* Natural Language Processing. 9 pages, 3 figures. EMNLP-2020 

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CoinDICE: Off-Policy Confidence Interval Estimation

Oct 22, 2020
Bo Dai, Ofir Nachum, Yinlam Chow, Lihong Li, Csaba Szepesvári, Dale Schuurmans

* To appear at NeurIPS 2020 as spotlight 

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Small Towers Make Big Differences

Aug 13, 2020
Yuyan Wang, Zhe Zhao, Bo Dai, Christopher Fifty, Dong Lin, Lichan Hong, Ed H. Chi

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Energy-based View of Retrosynthesis

Jul 14, 2020
Ruoxi Sun, Hanjun Dai, Li Li, Steven Kearnes, Bo Dai

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Off-Policy Evaluation via the Regularized Lagrangian

Jul 07, 2020
Mengjiao Yang, Ofir Nachum, Bo Dai, Lihong Li, Dale Schuurmans

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Provably Efficient Neural Estimation of Structural Equation Model: An Adversarial Approach

Jul 02, 2020
Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Zhaoran Wang, Mladen Kolar

* Submitted to NeurIPS 2020. Under review 

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Unsupervised Landmark Learning from Unpaired Data

Jun 29, 2020
Yinghao Xu, Ceyuan Yang, Ziwei Liu, Bo Dai, Bolei Zhou

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Scalable Deep Generative Modeling for Sparse Graphs

Jun 28, 2020
Hanjun Dai, Azade Nazi, Yujia Li, Bo Dai, Dale Schuurmans

* ICML 2020 

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Video Representation Learning with Visual Tempo Consistency

Jun 28, 2020
Ceyuan Yang, Yinghao Xu, Bo Dai, Bolei Zhou

* Technical report. Models are available at 

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Zeroth-Order Supervised Policy Improvement

Jun 11, 2020
Hao Sun, Ziping Xu, Yuhang Song, Meng Fang, Jiechao Xiong, Bo Dai, Zhengyou Zhang, Bolei Zhou

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Novel Policy Seeking with Constrained Optimization

May 21, 2020
Hao Sun, Zhenghao Peng, Bo Dai, Jian Guo, Dahua Lin, Bolei Zhou

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