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Human-in-the-loop: Provably Efficient Preference-based Reinforcement Learning with General Function Approximation



Xiaoyu Chen , Han Zhong , Zhuoran Yang , Zhaoran Wang , Liwei Wang


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Flow-based Recurrent Belief State Learning for POMDPs



Xiaoyu Chen , Yao Mu , Ping Luo , Shengbo Li , Jianyu Chen


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Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning



Jiawei Yang , Hanbo Chen , Jiangpeng Yan , Xiaoyu Chen , Jianhua Yao


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Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports



Hong-Yu Zhou , Xiaoyu Chen , Yinghao Zhang , Ruibang Luo , Liansheng Wang , Yizhou Yu

* Technical Report 

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Distributional Reinforcement Learning for Multi-Dimensional Reward Functions



Pushi Zhang , Xiaoyu Chen , Li Zhao , Wei Xiong , Tao Qin , Tie-Yan Liu

* Accepted by NeurIPS 2021 

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WenetSpeech: A 10000+ Hours Multi-domain Mandarin Corpus for Speech Recognition



Binbin Zhang , Hang Lv , Pengcheng Guo , Qijie Shao , Chao Yang , Lei Xie , Xin Xu , Hui Bu , Xiaoyu Chen , Chenchen Zeng , Di Wu , Zhendong Peng


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Near-Optimal Reward-Free Exploration for Linear Mixture MDPs with Plug-in Solver



Xiaoyu Chen , Jiachen Hu , Lin F. Yang , Liwei Wang


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Understanding Domain Randomization for Sim-to-real Transfer



Xiaoyu Chen , Jiachen Hu , Chi Jin , Lihong Li , Liwei Wang


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Combing Policy Evaluation and Policy Improvement in a Unified f-Divergence Framework



Chen Gong , Qiang He , Yunpeng Bai , Xiaoyu Chen , Xinwen Hou , Yu Liu , Guoliang Fan

* 24 pages, 5 figures 

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