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Hindsight Foresight Relabeling for Meta-Reinforcement Learning


Sep 18, 2021
Michael Wan, Jian Peng, Tanmay Gangwani


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Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation


Aug 20, 2021
Yuanyi Zhong, Bodi Yuan, Hong Wu, Zhiqiang Yuan, Jian Peng, Yu-Xiong Wang

* To appear in ICCV 2021 

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Coordinate-wise Control Variates for Deep Policy Gradients


Aug 11, 2021
Yuanyi Zhong, Yuan Zhou, Jian Peng

* 14 pages, 3 figures, added references compared to v1 

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Off-Policy Reinforcement Learning with Delayed Rewards


Jun 22, 2021
Beining Han, Zhizhou Ren, Zuofan Wu, Yuan Zhou, Jian Peng

* 24 pages 

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DAP: Detection-Aware Pre-training with Weak Supervision


Mar 30, 2021
Yuanyi Zhong, Jianfeng Wang, Lijuan Wang, Jian Peng, Yu-Xiong Wang, Lei Zhang

* To appear in CVPR 2021 

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Learning Neural Generative Dynamics for Molecular Conformation Generation


Feb 28, 2021
Minkai Xu, Shitong Luo, Yoshua Bengio, Jian Peng, Jian Tang

* Accepted by ICLR 2021 

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Harnessing Distribution Ratio Estimators for Learning Agents with Quality and Diversity


Nov 05, 2020
Tanmay Gangwani, Jian Peng, Yuan Zhou

* CoRL 2020 camera-ready 

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Off-Policy Interval Estimation with Lipschitz Value Iteration


Oct 29, 2020
Ziyang Tang, Yihao Feng, Na Zhang, Jian Peng, Qiang Liu

* To appear at NeurIPS 2020 

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Learning Guidance Rewards with Trajectory-space Smoothing


Oct 23, 2020
Tanmay Gangwani, Yuan Zhou, Jian Peng

* NeurIPS 2020 camera-ready 

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Efficient Competitive Self-Play Policy Optimization


Sep 13, 2020
Yuanyi Zhong, Yuan Zhou, Jian Peng

* 18 pages (10 for main text, 2 for reference, 8 for appendix) 

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Pre-training of Graph Neural Network for Modeling Effects of Mutations on Protein-Protein Binding Affinity


Aug 28, 2020
Xianggen Liu, Yunan Luo, Sen Song, Jian Peng


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Boosting Weakly Supervised Object Detection with Progressive Knowledge Transfer


Jul 15, 2020
Yuanyi Zhong, Jianfeng Wang, Jian Peng, Lei Zhang

* ECCV 2020. Code: https://github.com/mikuhatsune/wsod_transfer 

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Accelerating Nonconvex Learning via Replica Exchange Langevin Diffusion


Jul 04, 2020
Yi Chen, Jinglin Chen, Jing Dong, Jian Peng, Zhaoran Wang


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Mutual Information Based Knowledge Transfer Under State-Action Dimension Mismatch


Jun 12, 2020
Michael Wan, Tanmay Gangwani, Jian Peng

* Conference on Uncertainty in Artificial Intelligence (UAI 2020) 

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DASNet: Dual attentive fully convolutional siamese networks for change detection of high resolution satellite images


Mar 07, 2020
Jie Chen, Ziyang Yuan, Jian Peng, Li Chen, Haozhe Huang, Jiawei Zhu, Tao Lin, Haifeng Li

* 11 pages, 9 figures, 4 tables 

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Stein Variational Inference for Discrete Distributions


Mar 01, 2020
Jun Han, Fan Ding, Xianglong Liu, Lorenzo Torresani, Jian Peng, Qiang Liu

* AISTATS 2020 

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State-only Imitation with Transition Dynamics Mismatch


Feb 27, 2020
Tanmay Gangwani, Jian Peng

* ICLR 2020 camera-ready 

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Disentangling Controllable Object through Video Prediction Improves Visual Reinforcement Learning


Feb 21, 2020
Yuanyi Zhong, Alexander Schwing, Jian Peng

* Accepted to ICASSP 2020 

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Convolution Neural Network Architecture Learning for Remote Sensing Scene Classification


Jan 27, 2020
Jie Chen, Haozhe Huang, Jian Peng, Jiawei Zhu, Li Chen, Wenbo Li, Binyu Sun, Haifeng Li

* 10 pages, 12 figures, 3 tables 

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cube2net: Efficient Query-Specific Network Construction with Data Cube Organization


Jan 18, 2020
Carl Yang, Mengxiong Liu, Frank He, Jian Peng, Jiawei Han

* Full paper of the extended abstract published in ICDMW 2019 

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DeepMask: an algorithm for cloud and cloud shadow detection in optical satellite remote sensing images using deep residual network


Nov 09, 2019
Ke Xu, Kaiyu Guan, Jian Peng, Yunan Luo, Sibo Wang

* 17 pages, 4 figures, 6 tables 

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$\sqrt{n}$-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank


Sep 08, 2019
Kefan Dong, Jian Peng, Yining Wang, Yuan Zhou

* 39 pages. Added additional related works 

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HeteSpaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding


Sep 07, 2019
Yu He, Yangqiu Song, Jianxin Li, Cheng Ji, Jian Peng, Hao Peng

* CIKM 2019 

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Characterizing Attacks on Deep Reinforcement Learning


Jul 24, 2019
Chaowei Xiao, Xinlei Pan, Warren He, Jian Peng, Mingjie Sun, Jinfeng Yi, Mingyan Liu, Bo Li, Dawn Song


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Learning Belief Representations for Imitation Learning in POMDPs


Jun 22, 2019
Tanmay Gangwani, Joel Lehman, Qiang Liu, Jian Peng

* Conference on Uncertainty in Artificial Intelligence (UAI 2019) 

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A gradual, semi-discrete approach to generative network training via explicit Wasserstein minimization


Jun 11, 2019
Yucheng Chen, Matus Telgarsky, Chao Zhang, Bolton Bailey, Daniel Hsu, Jian Peng

* Appears in ICML 2019 

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Exploration via Hindsight Goal Generation


Jun 10, 2019
Zhizhou Ren, Kefan Dong, Yuan Zhou, Qiang Liu, Jian Peng


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Sequence Modeling of Temporal Credit Assignment for Episodic Reinforcement Learning


May 31, 2019
Yang Liu, Yunan Luo, Yuanyi Zhong, Xi Chen, Qiang Liu, Jian Peng


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