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Reinforcement Learning for Datacenter Congestion Control


Feb 18, 2021
Chen Tessler, Yuval Shpigelman, Gal Dalal, Amit Mandelbaum, Doron Haritan Kazakov, Benjamin Fuhrer, Gal Chechik, Shie Mannor


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Acting in Delayed Environments with Non-Stationary Markov Policies


Jan 28, 2021
Esther Derman, Gal Dalal, Shie Mannor

* Accepted to ICLR 2021 

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The Architectural Implications of Distributed Reinforcement Learning on CPU-GPU Systems


Dec 08, 2020
Ahmet Inci, Evgeny Bolotin, Yaosheng Fu, Gal Dalal, Shie Mannor, David Nellans, Diana Marculescu

* To appear in the proceedings of the 6th Workshop on Energy Efficient Machine Learning and Cognitive Computing (EMC2) 2020 

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A Tale of Two-Timescale Reinforcement Learning with the Tightest Finite-Time Bound


Dec 04, 2019
Gal Dalal, Balazs Szorenyi, Gugan Thoppe


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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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Finite Sample Analysis of Two-Timescale Stochastic Approximation with Applications to Reinforcement Learning


Jun 04, 2018
Gal Dalal, Balazs Szorenyi, Gugan Thoppe, Shie Mannor


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Unit Commitment using Nearest Neighbor as a Short-Term Proxy


Feb 28, 2018
Gal Dalal, Elad Gilboa, Shie Mannor, Louis Wehenkel


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Safe Exploration in Continuous Action Spaces


Jan 26, 2018
Gal Dalal, Krishnamurthy Dvijotham, Matej Vecerik, Todd Hester, Cosmin Paduraru, Yuval Tassa


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Finite Sample Analyses for TD(0) with Function Approximation


Dec 11, 2017
Gal Dalal, Balázs Szörényi, Gugan Thoppe, Shie Mannor


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Supervised Learning for Optimal Power Flow as a Real-Time Proxy


Dec 20, 2016
Raphael Canyasse, Gal Dalal, Shie Mannor


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Hierarchical Decision Making In Electricity Grid Management


Mar 06, 2016
Gal Dalal, Elad Gilboa, Shie Mannor


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Reinforcement Learning for the Unit Commitment Problem


Jul 19, 2015
Gal Dalal, Shie Mannor

* Accepted and presented in IEEE PES PowerTech, Eindhoven 2015, paper ID 462731 

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