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Q-Value Weighted Regression: Reinforcement Learning with Limited Data


Feb 12, 2021
Piotr Kozakowski, Łukasz Kaiser, Henryk Michalewski, Afroz Mohiuddin, Katarzyna Kańska


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CARLA Real Traffic Scenarios -- novel training ground and benchmark for autonomous driving


Dec 16, 2020
Błażej Osiński, Piotr Miłoś, Adam Jakubowski, Paweł Zięcina, Michał Martyniak, Christopher Galias, Antonia Breuer, Silviu Homoceanu, Henryk Michalewski


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Neural heuristics for SAT solving


May 27, 2020
Sebastian Jaszczur, Michał Łuszczyk, Henryk Michalewski


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Simulation-based reinforcement learning for real-world autonomous driving


Dec 26, 2019
Błażej Osiński, Adam Jakubowski, Piotr Miłoś, Paweł Zięcina, Christopher Galias, Silviu Homoceanu, Henryk Michalewski


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Towards Finding Longer Proofs


May 30, 2019
Zsolt Zombori, Adrián Csiszárik, Henryk Michalewski, Cezary Kaliszyk, Josef Urban

* 9 pages, 5 figures 

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Model-Based Reinforcement Learning for Atari


Mar 05, 2019
Lukasz Kaiser, Mohammad Babaeizadeh, Piotr Milos, Blazej Osinski, Roy H Campbell, Konrad Czechowski, Dumitru Erhan, Chelsea Finn, Piotr Kozakowski, Sergey Levine, Ryan Sepassi, George Tucker, Henryk Michalewski


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Expert-augmented actor-critic for ViZDoom and Montezumas Revenge


Sep 10, 2018
Michał Garmulewicz, Henryk Michalewski, Piotr Miłoś


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Reinforcement Learning of Theorem Proving


May 19, 2018
Cezary Kaliszyk, Josef Urban, Henryk Michalewski, Mirek Olšák


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Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes


Apr 09, 2018
Igor Adamski, Robert Adamski, Tomasz Grel, Adam Jędrych, Kamil Kaczmarek, Henryk Michalewski


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Learning to Run challenge solutions: Adapting reinforcement learning methods for neuromusculoskeletal environments


Apr 02, 2018
Łukasz Kidziński, Sharada Prasanna Mohanty, Carmichael Ong, Zhewei Huang, Shuchang Zhou, Anton Pechenko, Adam Stelmaszczyk, Piotr Jarosik, Mikhail Pavlov, Sergey Kolesnikov, Sergey Plis, Zhibo Chen, Zhizheng Zhang, Jiale Chen, Jun Shi, Zhuobin Zheng, Chun Yuan, Zhihui Lin, Henryk Michalewski, Piotr Miłoś, Błażej Osiński, Andrew Melnik, Malte Schilling, Helge Ritter, Sean Carroll, Jennifer Hicks, Sergey Levine, Marcel Salathé, Scott Delp

* 27 pages, 17 figures 

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Atari games and Intel processors


May 19, 2017
Robert Adamski, Tomasz Grel, Maciej Klimek, Henryk Michalewski


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Learning from the memory of Atari 2600


May 04, 2016
Jakub Sygnowski, Henryk Michalewski


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