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 | 685 | 2020 |
Recurrent experience replay in distributed reinforcement learning S Kapturowski, G Ostrovski, J Quan, R Munos, W Dabney International conference on learning representations, 2018 | 569 | 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 | 353 | 2020 |
The DeepMind JAX Ecosystem, 2020 I Babuschkin, K Baumli, A Bell, S Bhupatiraju, J Bruce, P Buchlovsky, ... URL http://github. com/deepmind 18, 2010 | 102 | 2010 |
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 | 95 | 2019 |
The DeepMind JAX Ecosystem I Babuschkin, K Baumli, A Bell, S Bhupatiraju, J Bruce, P Buchlovsky, ... URL http://github. com/deepmind 24, 25, 2020 | 68 | 2020 |
Human-level Atari 200x faster S Kapturowski, V Campos, R Jiang, N Rakićević, H van Hasselt, ... arXiv preprint arXiv:2209.07550, 2022 | 32 | 2022 |
Beyond fine-tuning: Transferring behavior in reinforcement learning V Campos, P Sprechmann, S Hansen, A Barreto, S Kapturowski, ... arXiv preprint arXiv:2102.13515, 2021 | 30 | 2021 |
The DeepMind JAX Ecosystem, 2020 IB DeepMind, K Baumli, A Bell, S Bhupatiraju, J Bruce, P Buchlovsky, ... URL http://github. com/google-deepmind, 0 | 28 | |
Revisiting Peng’s Q() for Modern Reinforcement Learning T Kozuno, Y Tang, M Rowland, R Munos, S Kapturowski, W Dabney, ... International Conference on Machine Learning, 5794-5804, 2021 | 23 | 2021 |
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 | 19 | 2020 |
Temporal difference uncertainties as a signal for exploration S Flennerhag, JX Wang, P Sprechmann, F Visin, A Galashov, ... arXiv preprint arXiv:2010.02255, 2020 | 16 | 2020 |
Transformers need glasses! Information over-squashing in language tasks F Barbero, A Banino, S Kapturowski, D Kumaran, JGM Araújo, A Vitvitskyi, ... arXiv preprint arXiv:2406.04267, 2024 | 10 | 2024 |
Coverage as a principle for discovering transferable behavior in reinforcement learning V Campos, P Sprechmann, SS Hansen, A Barreto, C Blundell, A Vitvitskyi, ... | 9 | 2021 |
RLax: Reinforcement Learning in JAX, 2020 D Budden, M Hessel, J Quan, S Kapturowski, K Baumli, S Bhupatiraju, ... URL http://github. com/deepmind/rlax, 0 | 8 | |
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 | 7 | 2020 |
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 |
Offline actor-critic reinforcement learning scales to large models JT Springenberg, A Abdolmaleki, J Zhang, O Groth, M Bloesch, T Lampe, ... arXiv preprint arXiv:2402.05546, 2024 | 4 | 2024 |
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 | 4 | 2023 |
Jointly learning exploratory and non-exploratory action selection policies AP Badia, P Sprechmann, A Vitvitskyi, Z Guo, B Piot, SJ Kapturowski, ... US Patent App. 18/334,112, 2024 | | 2024 |