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06/10/2023
Mechanism Design for Collaborative Normal Mean Estimation
We study collaborative normal mean estimation, where m strategic agents ...
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07/20/2022
The Game of Hidden Rules: A New Kind of Benchmark Challenge for Machine Learning
As machine learning (ML) is more tightly woven into society, it is imper...
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06/01/2022
Byzantine-Robust Online and Offline Distributed Reinforcement Learning
We consider a distributed reinforcement learning setting where multiple ...
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06/11/2021
Corruption-Robust Offline Reinforcement Learning
We study the adversarial robustness in offline reinforcement learning. G...
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02/11/2021
Robust Policy Gradient against Strong Data Corruption
We study the problem of robust reinforcement learning under adversarial ...
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10/18/2019
Error Lower Bounds of Constant Step-size Stochastic Gradient Descent
Stochastic Gradient Descent (SGD) plays a central role in modern machine...
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02/01/2019