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Csaba Szepesvari

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Stochastic Gradient Succeeds for Bandits

Feb 27, 2024
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Sample Efficient Deep Reinforcement Learning via Local Planning

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Jan 29, 2023
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The Role of Baselines in Policy Gradient Optimization

Jan 16, 2023
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Optimistic MLE -- A Generic Model-based Algorithm for Partially Observable Sequential Decision Making

Sep 29, 2022
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Towards Painless Policy Optimization for Constrained MDPs

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Apr 11, 2022
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Understanding the Effect of Stochasticity in Policy Optimization

Oct 29, 2021
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On the Sample Complexity of Batch Reinforcement Learning with Policy-Induced Data

Jun 18, 2021
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On Multi-objective Policy Optimization as a Tool for Reinforcement Learning

Jun 15, 2021
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Leveraging Non-uniformity in First-order Non-convex Optimization

May 13, 2021
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On the Optimality of Batch Policy Optimization Algorithms

Apr 06, 2021
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