Agent57: Outperforming the atari human benchmark AP Badia, B Piot, S Kapturowski, P Sprechmann, A Vitvitskyi, ZD Guo, ...
International conference on machine learning, 507-517, 2020
491 2020 Recurrent experience replay in distributed reinforcement learning S Kapturowski, G Ostrovski, J Quan, R Munos, W Dabney
International conference on learning representations, 2018
440 2018 Never give up: Learning directed exploration strategies AP Badia, P Sprechmann, A Vitvitskyi, D Guo, B Piot, S Kapturowski, ...
arXiv preprint arXiv:2002.06038, 2020
254 2020 Making efficient use of demonstrations to solve hard exploration problems TL Paine, C Gulcehre, B Shahriari, M Denil, M Hoffman, H Soyer, ...
arXiv preprint arXiv:1909.01387, 2019
66 2019 The DeepMind JAX Ecosystem, 2020 I Babuschkin, K Baumli, A Bell, S Bhupatiraju, J Bruce, P Buchlovsky, ...
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63 2010 The DeepMind JAX Ecosystem I Babuschkin, K Baumli, A Bell, S Bhupatiraju, J Bruce, P Buchlovsky, ...
URL http://github. com/deepmind 24, 25, 2020
29 2020 Revisiting Peng’s Q( T Kozuno, Y Tang, M Rowland, R Munos, S Kapturowski, W Dabney, ...
International Conference on Machine Learning, 5794-5804, 2021
14 2021 Beyond fine-tuning: Transferring behavior in reinforcement learning V Campos, P Sprechmann, S Hansen, A Barreto, S Kapturowski, ...
arXiv preprint arXiv:2102.13515, 2021
14 2021 Temporal difference uncertainties as a signal for exploration S Flennerhag, JX Wang, P Sprechmann, F Visin, A Galashov, ...
arXiv preprint arXiv:2010.02255, 2020
13 2020 Value-driven hindsight modelling A Guez, F Viola, T Weber, L Buesing, S Kapturowski, D Precup, D Silver, ...
Advances in Neural Information Processing Systems 33, 12499-12509, 2020
12 2020 Coverage as a principle for discovering transferable behavior in reinforcement learning V Campos, P Sprechmann, SS Hansen, A Barreto, C Blundell, A Vitvitskyi, ...
9 2020 Human-level Atari 200x faster S Kapturowski, V Campos, R Jiang, N Rakićević, H van Hasselt, ...
arXiv preprint arXiv:2209.07550, 2022
7 2022 RLax: Reinforcement Learning in JAX, 2020 D Budden, M Hessel, J Quan, S Kapturowski, K Baumli, S Bhupatiraju, ...
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7 Agent57: Outperforming the Atari Human Benchmark. arXiv e-prints, page AP Badia, B Piot, S Kapturowski, P Sprechmann, A Vitvitskyi, D Guo, ...
arXiv preprint arXiv:2003.13350, 2020
5 2020 Never give up: Learning directed exploration strategies A Puigdomènech Badia, P Sprechmann, A Vitvitskyi, D Guo, B Piot, ...
arXiv e-prints, arXiv: 2002.06038, 2020
5 2020 Jointly learning exploratory and non-exploratory action selection policies AP Badia, P Sprechmann, A Vitvitskyi, Z Guo, B Piot, SJ Kapturowski, ...
US Patent 11,714,990, 2023
2 2023 Unlocking the Power of Representations in Long-term Novelty-based Exploration A Saade, S Kapturowski, D Calandriello, C Blundell, P Sprechmann, ...
arXiv preprint arXiv:2305.01521, 2023
2023 Reinforcement learning with adaptive return computation schemes AP Badia, B Piot, P Sprechmann, SJ Kapturowski, A Vitvitskyi, Z Guo, ...
US Patent App. 17/797,878, 2023
2023 Robust Exploration via Clustering-based Online Density Estimation A Saade, S Kapturowski, D Calandriello, C Blundell, M Valko, ...
2022 