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Minimax Regret for Stochastic Shortest Path


Mar 24, 2021
Alon Cohen, Yonathan Efroni, Yishay Mansour, Aviv Rosenberg


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RL for Latent MDPs: Regret Guarantees and a Lower Bound


Feb 09, 2021
Jeongyeol Kwon, Yonathan Efroni, Constantine Caramanis, Shie Mannor


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Confidence-Budget Matching for Sequential Budgeted Learning


Feb 05, 2021
Yonathan Efroni, Nadav Merlis, Aadirupa Saha, Shie Mannor


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Reinforcement Learning with Trajectory Feedback


Aug 13, 2020
Yonathan Efroni, Nadav Merlis, Shie Mannor


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Bandits with Partially Observable Offline Data


Jun 11, 2020
Guy Tennenholtz, Uri Shalit, Shie Mannor, Yonathan Efroni


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Mirror Descent Policy Optimization


Jun 09, 2020
Manan Tomar, Lior Shani, Yonathan Efroni, Mohammad Ghavamzadeh


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Exploration-Exploitation in Constrained MDPs


Mar 04, 2020
Yonathan Efroni, Shie Mannor, Matteo Pirotta


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Optimistic Policy Optimization with Bandit Feedback


Feb 19, 2020
Yonathan Efroni, Lior Shani, Aviv Rosenberg, Shie Mannor

* 34 pages 

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Multi-step Greedy Policies in Model-Free Deep Reinforcement Learning


Oct 14, 2019
Manan Tomar, Yonathan Efroni, Mohammad Ghavamzadeh


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Multi-Step Greedy and Approximate Real Time Dynamic Programming


Sep 10, 2019
Yonathan Efroni, Mohammad Ghavamzadeh, Shie Mannor


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Adaptive Trust Region Policy Optimization: Global Convergence and Faster Rates for Regularized MDPs


Sep 06, 2019
Lior Shani, Yonathan Efroni, Shie Mannor

* 58 pages 

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Tight Regret Bounds for Model-Based Reinforcement Learning with Greedy Policies


May 27, 2019
Yonathan Efroni, Nadav Merlis, Mohammad Ghavamzadeh, Shie Mannor


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Action Robust Reinforcement Learning and Applications in Continuous Control


Jan 26, 2019
Chen Tessler, Yonathan Efroni, Shie Mannor


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Revisiting Exploration-Conscious Reinforcement Learning


Dec 13, 2018
Lior Shani, Yonathan Efroni, Shie Mannor


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Multiple-Step Greedy Policies in Online and Approximate Reinforcement Learning


Sep 20, 2018
Yonathan Efroni, Gal Dalal, Bruno Scherrer, Shie Mannor

* NIPS 2018 

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How to Combine Tree-Search Methods in Reinforcement Learning


Sep 06, 2018
Yonathan Efroni, Gal Dalal, Bruno Scherrer, Shie Mannor


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Beyond the One Step Greedy Approach in Reinforcement Learning


Jul 30, 2018
Yonathan Efroni, Gal Dalal, Bruno Scherrer, Shie Mannor

* ICML 2018 

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