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Finite-Time Analysis of Entropy-Regularized Neural Natural Actor-Critic Algorithm



Semih Cayci , Niao He , R. Srikant


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Minimax Regret for Cascading Bandits



Daniel Vial , Sujay Sanghavi , Sanjay Shakkottai , R. Srikant


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Robust Multi-Agent Bandits Over Undirected Graphs



Daniel Vial , Sanjay Shakkottai , R. Srikant


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Learning to Control Partially Observed Systems with Finite Memory



Semih Cayci , Niao He , R. Srikant


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The Role of Lookahead and Approximate Policy Evaluation in Policy Iteration with Linear Value Function Approximation



Anna Winnicki , Joseph Lubars , Michael Livesay , R. Srikant

* 20 pages, 4 figures 

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Improved Algorithms for Misspecified Linear Markov Decision Processes



Daniel Vial , Advait Parulekar , Sanjay Shakkottai , R. Srikant


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Linear Convergence of Entropy-Regularized Natural Policy Gradient with Linear Function Approximation



Semih Cayci , Niao He , R. Srikant


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Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation



Daniel Vial , Advait Parulekar , Sanjay Shakkottai , R. Srikant


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Achieving Small Test Error in Mildly Overparameterized Neural Networks



Shiyu Liang , Ruoyu Sun , R. Srikant


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Sample Complexity and Overparameterization Bounds for Projection-Free Neural TD Learning



Semih Cayci , Siddhartha Satpathi , Niao He , R. Srikant


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