Publications
See a comprehensive list at Google Scholar.
2025
2024
2023
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Provably Efficient Representation Learning with Tractable Planning in LowRank POMDP.
Jiacheng Guo*, Zihao Li, Huazheng Wang, Mengdi Wang, Zhuoran Yang, Xuezhou Zhang
ICML 2023
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Representation Learning for Low-rank General-sum Markov Games
Chengzhuo Ni*, Yuda Song*, Xuezhou Zhang, Zihan Ding, Chi Jin, Mengdi Wang.
ICLR 2023
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Byzantine-Robust Online and Offline Distributed Reinforcement Learning
Yiding Chen*, Xuezhou Zhang*, Kaiqing Zhang, Mengdi Wang, Xiaojin Zhu
AISTATS 2023
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Provable Benefits of Representational Transfer in Reinforcement Learning
(α-β) Alekh Agarwal*, Yuda Song*, Wen Sun*, Kaiwen Wang*, Mengdi Wang*, Xuezhou Zhang*
COLT 2023
2022
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Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization
Hui Yuan*, Chengzhuo Ni, Huazheng Wang, Xuezhou Zhang, Le Cong, Csaba Szepesvári, Mengdi Wang
Neurips 2022
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Provable defense against backdoor policies in reinforcement learning.
Shubham Bharti*, Xuezhou Zhang, Adish Singla, and Xiaojin Zhu.
Neurips 2022
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Optimal Estimation of Policy Gradient via Double Fitted Iteration
Chengzhuo Ni*, Ruiqi Zhang, Xiang Ji, Xuezhou Zhang, Mengdi Wang
ICML 2022
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Corruption-robust offline reinforcement learning
Xuezhou Zhang*, Yiding Chen, Xiaojin Zhu, Wen Sun
AISTATS 2022
2021
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Neural additive models: Interpretable machine learning with neural nets
Rishabh Agarwal*, Levi Melnick*, Nicholas Frosst, Xuezhou Zhang, Ben Lengerich, Rich Caruana, Geoffrey E Hinton
Neurips 2021 (Oral)
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Robust policy gradient against strong data corruption
Xuezhou Zhang*, Yiding Chen, Xiaojin Zhu, Wen Sun
ICML 2021
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The sample complexity of teaching by reinforcement on q-learning
Xuezhou Zhang*, Shubham Bharti, Yuzhe Ma, Adish Singla, Xiaojin Zhu
AAAI 2021
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Controllable and diverse text generation in e-commerce
Huajie Shao*, Jun Wang, Haohong Lin, Xuezhou Zhang, Aston Zhang, Heng Ji, Tarek Abdelzaher
WWW 2021
2020
2019
2018
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Teacher Improves Learning by Selecting a Training Subset
Yuzhe Ma*, Robert Nowak, Philippe Rigollet, Xuezhou Zhang, Xiaojin Zhu
AISTATS 2018
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Training set debugging using trusted items
Xuezhou Zhang*, Xiaojin Zhu, Stephen J Wright
AAAI 2018 (Oral)
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Training set camouflage
Ayon Sen*, Scott Alfeld, Xuezhou Zhang, Ara Vartanian, Yuzhe Ma, Xiaojin Zhu
GameSec 2018 (Oral)
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