| A simple neural network module for relational reasoning A Santoro, D Raposo, DG Barrett, M Malinowski, R Pascanu, P Battaglia, ... Advances in neural information processing systems, 4967-4976, 2017 | 780 | 2017 |
| Relational inductive biases, deep learning, and graph networks PW Battaglia, JB Hamrick, V Bapst, A Sanchez-Gonzalez, V Zambaldi, ... arXiv preprint arXiv:1806.01261, 2018 | 770 | 2018 |
| Interaction networks for learning about objects, relations and physics P Battaglia, R Pascanu, M Lai, DJ Rezende, K Kavukcuoglu Advances in Neural Information Processing Systems 2016, 4502-4510, 2016 | 554 | 2016 |
| Simulation as an engine of physical scene understanding PW Battaglia, JB Hamrick, JB Tenenbaum Proceedings of the National Academy of Sciences 110 (45), 18327-18332, 2013 | 500 | 2013 |
| Bayesian integration of visual and auditory signals for spatial localization PW Battaglia, RA Jacobs, RN Aslin Josa a 20 (7), 1391-1397, 2003 | 485 | 2003 |
| Unsupervised learning of 3d structure from images DJ Rezende, SMA Eslami, S Mohamed, P Battaglia, M Jaderberg, ... Advances in neural information processing systems, 4996-5004, 2016 | 248 | 2016 |
| Learning deep generative models of graphs Y Li, O Vinyals, C Dyer, R Pascanu, P Battaglia arXiv preprint arXiv:1803.03324, 2018 | 206 | 2018 |
| Visual interaction networks: Learning a physics simulator from video N Watters, D Zoran, T Weber, P Battaglia, R Pascanu, A Tacchetti Advances in neural information processing systems, 4539-4547, 2017 | 193 | 2017 |
| Imagination-augmented agents for deep reinforcement learning S Racanière, T Weber, D Reichert, L Buesing, A Guez, DJ Rezende, ... Advances in neural information processing systems, 5690-5701, 2017 | 167 | 2017 |
| Graph networks as learnable physics engines for inference and control A Sanchez-Gonzalez, N Heess, JT Springenberg, J Merel, M Riedmiller, ... arXiv preprint arXiv:1806.01242, 2018 | 165 | 2018 |
| Imagination-augmented agents for deep reinforcement learning T Weber, S Racanière, DP Reichert, L Buesing, A Guez, DJ Rezende, ... arXiv preprint arXiv:1707.06203, 2017 | 162 | 2017 |
| Deep reinforcement learning with relational inductive biases V Zambaldi, D Raposo, A Santoro, V Bapst, Y Li, I Babuschkin, K Tuyls, ... International Conference on Learning Representations, 2018 | 146* | 2018 |
| Humans trade off viewing time and movement duration to improve visuomotor accuracy in a fast reaching task PW Battaglia, PR Schrater Journal of Neuroscience 27 (26), 6984-6994, 2007 | 113 | 2007 |
| Humans predict liquid dynamics using probabilistic simulation. C Bates, PW Battaglia, I Yildirim, JB Tenenbaum CogSci, 2015 | 86 | 2015 |
| Internal physics models guide probabilistic judgments about object dynamics J Hamrick, P Battaglia, JB Tenenbaum Proceedings of the 33rd annual conference of the cognitive science society 2, 2011 | 84 | 2011 |
| Learning model-based planning from scratch R Pascanu, Y Li, O Vinyals, N Heess, L Buesing, S Racanière, D Reichert, ... arXiv preprint arXiv:1707.06170, 2017 | 72 | 2017 |
| How haptic size sensations improve distance perception PW Battaglia, D Kersten, PR Schrater PLoS Comput Biol 7 (6), e1002080, 2011 | 70 | 2011 |
| Discovering objects and their relations from entangled scene representations D Raposo, A Santoro, D Barrett, R Pascanu, T Lillicrap, P Battaglia arXiv preprint arXiv:1702.05068, 2017 | 67 | 2017 |
| Inferring mass in complex scenes by mental simulation JB Hamrick, PW Battaglia, TL Griffiths, JB Tenenbaum Cognition 157, 61-76, 2016 | 63 | 2016 |
| Mind games: Game engines as an architecture for intuitive physics TD Ullman, E Spelke, P Battaglia, JB Tenenbaum Trends in cognitive sciences 21 (9), 649-665, 2017 | 61 | 2017 |
Razvan PascanuResearch Scientist at Google DeepMindVerified email at google.com
