OpenAI Gym swMATH ID: 15330 Software Authors: Greg Brockman, Vicki Cheung, Ludwig Pettersson, Jonas Schneider, John Schulman, Jie Tang, Wojciech Zaremba Description: OpenAI Gym. OpenAI Gym is a toolkit for reinforcement learning research. It includes a growing collection of benchmark problems that expose a common interface, and a website where people can share their results and compare the performance of algorithms. This whitepaper discusses the components of OpenAI Gym and the design decisions that went into the software. Homepage: http://arxiv.org/abs/1606.01540 Related Software: PyTorch; Python; Adam; MuJoCo; TensorFlow; GitHub; Stable Baselines; Dopamine; RLlib; Keras; ImageNet; Scikit; Pybullet; AlexNet; Horizon; MNIST; Tensorforce; CARLA; Chainer; Spearmint Cited in: 46 Publications all top 5 Cited by 185 Authors 4 Peters, Jan 3 Viquerat, Jonathan 2 D’eramo, Carlo 2 Faust, Aleksandra 2 Hachem, Elie 2 Larcher, Aurélien 2 Osher, Stanley Joel 2 Restelli, Marcello 2 Ruehle, Fabian 2 Tangkaratt, Voot 2 Wang, Bao 2 Wang, Jun 1 Abdullah, Mohammed Amin 1 Aggarwal, Charu C. 1 Akrour, Riad 1 Alippi, Cesare 1 Ames, Aaron D. 1 Ammar, Haitham Bou 1 Atamna, Asma 1 Baek, Christina 1 Balakrishna, Ashwin 1 Baldi, Pierre 1 Bard, Nolan 1 Barekat, Farzin 1 Bellemare, Marc G. 1 Benatti, Simone 1 Beneddine, Samir 1 Berahas, Albert S. 1 Biedenkapp, André 1 Bilinski, Mark 1 Blondé, Lionel 1 Bonarini, Andrea 1 Boroujerdian, Behzad 1 Bowling, Michael 1 Brammer, Janis 1 Broekens, Joost 1 Burch, Neil 1 Calandra, Roberto 1 Cao, Liyuan 1 Chandar, Sarath 1 Chen, Jun 1 Chen, Si-An 1 Choromanski, Krzysztof 1 Cini, Andrea 1 Colas, Cédric 1 Cowen-Rivers, Alexander I. 1 Csiszárik, Adrián 1 Dandois, Julien 1 Dumoulin, Vincent 1 Dunning, Iain 1 Eimer, Theresa 1 Elmquist, Asher 1 Ferguson-Walter, Kimberly 1 Foerster, Jakob N. 1 Fu, William 1 Fugate, Sunny 1 Gabrys, Ryan 1 Garnier, Paul 1 Ghraieb, Hassan 1 Gillen, Daniel L. 1 Giuseppi, Alessandro 1 Goldberg, Ken 1 Gómez, Vicenç 1 Gonzalez, Joseph E. 1 Hahn, Ernst Moritz 1 Halverson, James 1 Han, Minghao 1 Han, Shuai 1 Hanna, Josiah P. 1 Hejblum, Boris P. 1 Hertel, Lars 1 Hoxha, Bardh 1 Hu, Yazhou 1 Huang, Xiaowei 1 Hughes, Edward W. 1 Hutter, Frank 1 Israel, Arie 1 Jiao, Jiantao 1 Johnson, Taylor T. 1 Jonker, Catholijn M. 1 Kaliszyk, Cezary 1 Kallus, Nathan 1 Kalousis, Alexandros 1 Kappen, Hilbert J. 1 Khan, Mohammad Emtiyaz 1 Khanna, Roli 1 Kilinc, Ozsel 1 Krishnan, Srivatsan 1 Kuhnle, Alexander 1 Lanctot, Marc 1 Lanteri, Stéphane 1 Larochelle, Hugo 1 Li, Fuxin 1 Li, Liang 1 Li, Yongfeng 1 Lin, Alex Tong 1 Lin, Hsuan-Tien 1 Lindauer, Marius 1 Luo, Xiyang 1 Lutz, Bernhard ...and 85 more Authors all top 5 Cited in 27 Serials 8 Machine Learning 3 The Journal of Artificial Intelligence Research (JAIR) 3 Journal of Machine Learning Research (JMLR) 2 Artificial Intelligence 2 Research in the Mathematical Sciences 1 Biological Cybernetics 1 Computers and Fluids 1 International Journal of Control 1 Journal of Computational Physics 1 Journal of Fluid Mechanics 1 Physics Reports 1 Automatica 1 Information Sciences 1 Journal of Mathematical Psychology 1 Mathematics and Computers in Simulation 1 Operations Research 1 Journal of Computational Mathematics 1 AI Communications 1 European Journal of Operational Research 1 SIAM Journal on Optimization 1 Multibody System Dynamics 1 Journal of High Energy Physics 1 Foundations of Computational Mathematics 1 Foundations and Trends in Machine Learning 1 Journal of Computational and Graphical Statistics 1 Control Theory and Technology 1 Electronic Research Archive all top 5 Cited in 15 Fields 29 Computer science (68-XX) 9 Operations research, mathematical programming (90-XX) 7 Systems theory; control (93-XX) 4 Biology and other natural sciences (92-XX) 3 Numerical analysis (65-XX) 3 Fluid mechanics (76-XX) 3 Quantum theory (81-XX) 3 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 2 Probability theory and stochastic processes (60-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Algebraic topology (55-XX) 1 Statistics (62-XX) 1 Mechanics of particles and systems (70-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Relativity and gravitational theory (83-XX) Citations by Year