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Lei Ying

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Learning-Based Pricing and Matching for Two-Sided Queues

Mar 17, 2024
Zixian Yang, Lei Ying

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Cost Aware Best Arm Identification

Feb 26, 2024
Kellen Kanarios, Qining Zhang, Lei Ying

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Safe Reinforcement Learning with Instantaneous Constraints: The Role of Aggressive Exploration

Dec 22, 2023
Honghao Wei, Xin Liu, Lei Ying

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Model-Free, Regret-Optimal Best Policy Identification in Online CMDPs

Sep 27, 2023
Zihan Zhou, Honghao Wei, Lei Ying

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Fast and Regret Optimal Best Arm Identification: Fundamental Limits and Low-Complexity Algorithms

Sep 01, 2023
Qining Zhang, Lei Ying

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Reconstructing Graph Diffusion History from a Single Snapshot

Jun 04, 2023
Ruizhong Qiu, Dingsu Wang, Lei Ying, H. Vincent Poor, Yifang Zhang, Hanghang Tong

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Sample Efficient Reinforcement Learning in Mixed Systems through Augmented Samples and Its Applications to Queueing Networks

May 25, 2023
Honghao Wei, Xin Liu, Weina Wang, Lei Ying

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Provably Efficient Model-Free Algorithms for Non-stationary CMDPs

Mar 10, 2023
Honghao Wei, Arnob Ghosh, Ness Shroff, Lei Ying, Xingyu Zhou

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Online Nonstochastic Control with Adversarial and Static Constraints

Feb 05, 2023
Xin Liu, Zixian Yang, Lei Ying

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On the Global Convergence of Risk-Averse Policy Gradient Methods with Dynamic Time-Consistent Risk Measures

Jan 26, 2023
Xian Yu, Lei Ying

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