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Picture for Christian Scheller

Distilling Reinforcement Learning Tricks for Video Games


Jul 01, 2021
Anssi Kanervisto, Christian Scheller, Yanick Schraner, Ville Hautamäki

* To appear in IEEE Conference on Games 2021. Experiment code is available at https://github.com/Miffyli/rl-human-prior-tricks 

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Towards robust and domain agnostic reinforcement learning competitions


Jun 07, 2021
William Hebgen Guss, Stephanie Milani, Nicholay Topin, Brandon Houghton, Sharada Mohanty, Andrew Melnik, Augustin Harter, Benoit Buschmaas, Bjarne Jaster, Christoph Berganski, Dennis Heitkamp, Marko Henning, Helge Ritter, Chengjie Wu, Xiaotian Hao, Yiming Lu, Hangyu Mao, Yihuan Mao, Chao Wang, Michal Opanowicz, Anssi Kanervisto, Yanick Schraner, Christian Scheller, Xiren Zhou, Lu Liu, Daichi Nishio, Toi Tsuneda, Karolis Ramanauskas, Gabija Juceviciute

* 20 pages, several figures, published PMLR 

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Flatland Competition 2020: MAPF and MARL for Efficient Train Coordination on a Grid World


Mar 30, 2021
Florian Laurent, Manuel Schneider, Christian Scheller, Jeremy Watson, Jiaoyang Li, Zhe Chen, Yi Zheng, Shao-Hung Chan, Konstantin Makhnev, Oleg Svidchenko, Vladimir Egorov, Dmitry Ivanov, Aleksei Shpilman, Evgenija Spirovska, Oliver Tanevski, Aleksandar Nikov, Ramon Grunder, David Galevski, Jakov Mitrovski, Guillaume Sartoretti, Zhiyao Luo, Mehul Damani, Nilabha Bhattacharya, Shivam Agarwal, Adrian Egli, Erik Nygren, Sharada Mohanty

* 28 pages, 8 figures 

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Flatland-RL : Multi-Agent Reinforcement Learning on Trains


Dec 11, 2020
Sharada Mohanty, Erik Nygren, Florian Laurent, Manuel Schneider, Christian Scheller, Nilabha Bhattacharya, Jeremy Watson, Adrian Egli, Christian Eichenberger, Christian Baumberger, Gereon Vienken, Irene Sturm, Guillaume Sartoretti, Giacomo Spigler


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Action Space Shaping in Deep Reinforcement Learning


Apr 02, 2020
Anssi Kanervisto, Christian Scheller, Ville Hautamäki


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Sample Efficient Reinforcement Learning through Learning from Demonstrations in Minecraft


Mar 12, 2020
Christian Scheller, Yanick Schraner, Manfred Vogel

* 10 pages, 2 figures 

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