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Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees



Banghua Zhu , Lun Wang , Qi Pang , Shuai Wang , Jiantao Jiao , Dawn Song , Michael I. Jordan


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Jump-Start Reinforcement Learning



Ikechukwu Uchendu , Ted Xiao , Yao Lu , Banghua Zhu , Mengyuan Yan , Joséphine Simon , Matthew Bennice , Chuyuan Fu , Cong Ma , Jiantao Jiao , Sergey Levine , Karol Hausman

* 20 pages, 10 figures 

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Robust Estimation for Nonparametric Families via Generative Adversarial Networks



Banghua Zhu , Jiantao Jiao , Michael I. Jordan


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Bridging Offline Reinforcement Learning and Imitation Learning: A Tale of Pessimism



Paria Rashidinejad , Banghua Zhu , Cong Ma , Jiantao Jiao , Stuart Russell

* 84 pages, 6 figures 

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Minimax Off-Policy Evaluation for Multi-Armed Bandits



Cong Ma , Banghua Zhu , Jiantao Jiao , Martin J. Wainwright


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Linear Representation Meta-Reinforcement Learning for Instant Adaptation



Matt Peng , Banghua Zhu , Jiantao Jiao


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Robust estimation via generalized quasi-gradients



Banghua Zhu , Jiantao Jiao , Jacob Steinhardt


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When does the Tukey median work?



Banghua Zhu , Jiantao Jiao , Jacob Steinhardt


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Generalized Resilience and Robust Statistics



Banghua Zhu , Jiantao Jiao , Jacob Steinhardt


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Deconstructing Generative Adversarial Networks



Banghua Zhu , Jiantao Jiao , David Tse


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