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Mis-spoke or mis-lead: Achieving Robustness in Multi-Agent Communicative Reinforcement Learning


Aug 09, 2021
Wanqi Xue, Wei Qiu, Bo An, Zinovi Rabinovich, Svetlana Obraztsova, Chai Kiat Yeo


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Open-set Label Noise Can Improve Robustness Against Inherent Label Noise


Jun 21, 2021
Hongxin Wei, Lue Tao, Renchunzi Xie, Bo An


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Multi-Class Classification from Single-Class Data with Confidences


Jun 16, 2021
Yuzhou Cao, Lei Feng, Senlin Shu, Yitian Xu, Bo An, Gang Niu, Masashi Sugiyama

* 23 pages, 1 figure 

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Contingency-Aware Influence Maximization: A Reinforcement Learning Approach


Jun 13, 2021
Haipeng Chen, Wei Qiu, Han-Ching Ou, Bo An, Milind Tambe

* 11 pages; accepted for publication at UAI 2021 

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On the Robustness of Average Losses for Partial-Label Learning


Jun 11, 2021
Jiaqi Lv, Lei Feng, Miao Xu, Bo An, Gang Niu, Xin Geng, Masashi Sugiyama


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Solving Large-Scale Extensive-Form Network Security Games via Neural Fictitious Self-Play


Jun 02, 2021
Wanqi Xue, Youzhi Zhang, Shuxin Li, Xinrun Wang, Bo An, Chai Kiat Yeo

* Published as a conference paper in IJCAI 2021 

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CFR-MIX: Solving Imperfect Information Extensive-Form Games with Combinatorial Action Space


May 18, 2021
Shuxin Li, Youzhi Zhang, Xinrun Wang, Wanqi Xue, Bo An


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L2E: Learning to Exploit Your Opponent


Feb 18, 2021
Zhe Wu, Kai Li, Enmin Zhao, Hang Xu, Meng Zhang, Haobo Fu, Bo An, Junliang Xing


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DO-GAN: A Double Oracle Framework for Generative Adversarial Networks


Feb 17, 2021
Aye Phyu Phyu Aung, Xinrun Wang, Runsheng Yu, Bo An, Senthilnath Jayavelu, Xiaoli Li


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RMIX: Learning Risk-Sensitive Policies for Cooperative Reinforcement Learning Agents


Feb 17, 2021
Wei Qiu, Xinrun Wang, Runsheng Yu, Xu He, Rundong Wang, Bo An, Svetlana Obraztsova, Zinovi Rabinovich


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Learning from Similarity-Confidence Data


Feb 13, 2021
Yuzhou Cao, Lei Feng, Yitian Xu, Bo An, Gang Niu, Masashi Sugiyama

* 33 pages, 5 figures 

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Commission Fee is not Enough: A Hierarchical Reinforced Framework for Portfolio Management


Dec 23, 2020
Rundong Wang, Hongxin Wei, Bo An, Zhouyan Feng, Jun Yao

* Accepted by AAAI 2021 

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Personalized Adaptive Meta Learning for Cold-start User Preference Prediction


Dec 22, 2020
Runsheng Yu, Yu Gong, Xu He, Bo An, Yu Zhu, Qingwen Liu, Wenwu Ou

* Preprint Version 

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MetaInfoNet: Learning Task-Guided Information for Sample Reweighting


Dec 09, 2020
Hongxin Wei, Lei Feng, Rundong Wang, Bo An


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Efficient Reservoir Management through Deep Reinforcement Learning


Dec 07, 2020
Xinrun Wang, Tarun Nair, Haoyang Li, Yuh Sheng Reuben Wong, Nachiket Kelkar, Srinivas Vaidyanathan, Rajat Nayak, Bo An, Jagdish Krishnaswamy, Milind Tambe

* 5 pages, 4 figures, Workshop paper 

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SpotTune: Leveraging Transient Resources for Cost-efficient Hyper-parameter Tuning in the Public Cloud


Dec 07, 2020
Yan Li, Bo An, Junming Ma, Donggang Cao, Yasha Wang, Hong Mei

* 11 pages, accepted by ICDCS 2020 

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SemiNLL: A Framework of Noisy-Label Learning by Semi-Supervised Learning


Dec 02, 2020
Zhuowei Wang, Jing Jiang, Bo Han, Lei Feng, Bo An, Gang Niu, Guodong Long


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Pointwise Binary Classification with Pairwise Confidence Comparisons


Oct 05, 2020
Lei Feng, Senlin Shu, Nan Lu, Bo Han, Miao Xu, Gang Niu, Bo An, Masashi Sugiyama


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Complexity and Algorithms for Exploiting Quantal Opponents in Large Two-Player Games


Sep 30, 2020
David Milec, Jakub Černý, Viliam Lisý, Bo An

* 14 pages, 11 figures, submitted to AAAI 2021 

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Learning to Collaborate in Multi-Module Recommendation via Multi-Agent Reinforcement Learning without Communication


Aug 29, 2020
Xu He, Bo An, Yanghua Li, Haikai Chen, Rundong Wang, Xinrun Wang, Runsheng Yu, Xin Li, Zhirong Wang


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Contextual User Browsing Bandits for Large-Scale Online Mobile Recommendation


Aug 21, 2020
Xu He, Bo An, Yanghua Li, Haikai Chen, Qingyu Guo, Xin Li, Zhirong Wang


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Provably Consistent Partial-Label Learning


Jul 17, 2020
Lei Feng, Jiaqi Lv, Bo Han, Miao Xu, Gang Niu, Xin Geng, Bo An, Masashi Sugiyama


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Learning Behaviors with Uncertain Human Feedback


Jun 07, 2020
Xu He, Haipeng Chen, Bo An


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Combating noisy labels by agreement: A joint training method with co-regularization


Mar 06, 2020
Hongxin Wei, Lei Feng, Xiangyu Chen, Bo An

* Accepted by CVPR 2020; Code is available at: https://github.com/hongxin001/JoCoR. arXiv admin note: text overlap with arXiv:1901.04215 by other authors 

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Learning from Multiple Complementary Labels


Dec 30, 2019
Lei Feng, Bo An


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Inducing Cooperation via Team Regret Minimization based Multi-Agent Deep Reinforcement Learning


Nov 18, 2019
Runsheng Yu, Zhenyu Shi, Xinrun Wang, Rundong Wang, Buhong Liu, Xinwen Hou, Hanjiang Lai, Bo An


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Learning Efficient Multi-agent Communication: An Information Bottleneck Approach


Nov 16, 2019
Rundong Wang, Xu He, Runsheng Yu, Wei Qiu, Bo An, Zinovi Rabinovich


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Manipulating a Learning Defender and Ways to Counteract


May 28, 2019
Jiarui Gan, Qingyu Guo, Long Tran-Thanh, Bo An, Michael Wooldridge


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