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Peter W. Battaglia

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

32

Venues

7

Active years

2011–2023

Best venue rank

A*

Where they publish

Papers

32 indexed papers, newest first.

YearVenueTitleAuthors
2023ICLRLearning rigid dynamics with face interaction graph networks.Kelsey R. Allen, Yulia Rubanova, Tatiana Lopez-Guevara, William Whitney, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Tobias Pfaff
2023ICLRPre-training via Denoising for Molecular Property Prediction.Sheheryar Zaidi, Michael Schaarschmidt, James Martens, Hyunjik Kim, Yee Whye Teh, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Razvan Pascanu, Jonathan Godwin
2022CoRLGraph network simulators can learn discontinuous, rigid contact dynamics.Kelsey R. Allen, Tatiana Lopez-Guevara, Yulia Rubanova, Kimberly L. Stachenfeld, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Tobias Pfaff
2022ICLRSimple GNN Regularisation for 3D Molecular Property Prediction and Beyond.Jonathan Godwin, Michael Schaarschmidt, Alexander L. Gaunt, Alvaro Sanchez-Gonzalez, Yulia Rubanova, Petar Velickovic, James Kirkpatrick, Peter W. Battaglia
2022ICLRLearned Simulators for Turbulence.Kimberly L. Stachenfeld, Drummond Buschman Fielding, Dmitrii Kochkov, Miles D. Cranmer, Tobias Pfaff, Jonathan Godwin, Can Cui, Shirley Ho, Peter W. Battaglia, Alvaro Sanchez-Gonzalez
2022ICMLConstraint-based graph network simulator.Yulia Rubanova, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Peter W. Battaglia
2021CIKMETA Prediction with Graph Neural Networks in Google Maps.Austin Derrow-Pinion, Jennifer She, David Wong, Oliver Lange, Todd Hester, Luis Perez, Marc Nunkesser, Seongjae Lee, Xueying Guo, Brett Wiltshire, Peter W. Battaglia, Vishal Gupta, Ang Li, Zhongwen Xu, Alvaro Sanchez-Gonzalez, Yujia Li, Petar Velickovic
2021ICLRLearning Mesh-Based Simulation with Graph Networks.Tobias Pfaff, Meire Fortunato, Alvaro Sanchez-Gonzalez, Peter W. Battaglia
2021ICMLGenerating images with sparse representations.Charlie Nash, Jacob Menick, Sander Dieleman, Peter W. Battaglia
2020ICLRCombining Q-Learning and Search with Amortized Value Estimates.Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Theophane Weber, Lars Buesing, Peter W. Battaglia
2020ICMLPolyGen: An Autoregressive Generative Model of 3D Meshes.Charlie Nash, Yaroslav Ganin, S. M. Ali Eslami, Peter W. Battaglia
2020ICMLLearning to Simulate Complex Physics with Graph Networks.Alvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying, Jure Leskovec, Peter W. Battaglia
2019CogSciA resource-rational model of physical abstraction for efficient mental simulation.Tina Zhu, Jessica B. Hamrick, Kevin R. McKee, Raphael Koster, Jan Balaguer, Peter W. Battaglia, Matthew M. Botvinick
2019ICLRHyperbolic Attention Networks.aglar Glehre, Misha Denil, Mateusz Malinowski, Ali Razavi, Razvan Pascanu, Karl Moritz Hermann, Peter W. Battaglia, Victor Bapst, David Raposo, Adam Santoro, Nando de Freitas
2019ICLRRelational Forward Models for Multi-Agent Learning.Andrea Tacchetti, H. Francis Song, Pedro A. M. Mediano, Vincius Flores Zambaldi, Jnos Kramr, Neil C. Rabinowitz, Thore Graepel, Matthew M. Botvinick, Peter W. Battaglia
2019ICLRDeep reinforcement learning with relational inductive biases.Vincius Flores Zambaldi, David Raposo, Adam Santoro, Victor Bapst, Yujia Li, Igor Babuschkin, Karl Tuyls, David P. Reichert, Timothy P. Lillicrap, Edward Lockhart, Murray Shanahan, Victoria Langston, Razvan Pascanu, Matthew M. Botvinick, Oriol Vinyals, Peter W. Battaglia
2019ICMLStructured agents for physical construction.Victor Bapst, Alvaro Sanchez-Gonzalez, Carl Doersch, Kimberly L. Stachenfeld, Pushmeet Kohli, Peter W. Battaglia, Jessica B. Hamrick
2019ICMLCompILE: Compositional Imitation Learning and Execution.Thomas Kipf, Yujia Li, Hanjun Dai, Vincius Flores Zambaldi, Alvaro Sanchez-Gonzalez, Edward Grefenstette, Pushmeet Kohli, Peter W. Battaglia
2018CogSciRelational inductive bias for physical construction in humans and machines.Jessica B. Hamrick, Kelsey R. Allen, Victor Bapst, Tina Zhu, Kevin R. McKee, Josh Tenenbaum, Peter W. Battaglia
2018ECCVLearning Visual Question Answering by Bootstrapping Hard Attention.Mateusz Malinowski, Carl Doersch, Adam Santoro, Peter W. Battaglia
2018ICMLGraph Networks as Learnable Physics Engines for Inference and Control.Alvaro Sanchez-Gonzalez, Nicolas Heess, Jost Tobias Springenberg, Josh Merel, Martin A. Riedmiller, Raia Hadsell, Peter W. Battaglia
2017CogSciTutorial: Recent Advances in Deep Learning.Matthew M. Botvinick, Peter W. Battaglia
2017CogSciA model of structure learning, inference, and generation for scene understanding.David Raposo, Peter Dayan, Demis Hassabis, Peter W. Battaglia
2017ICLRLearning to Perform Physics Experiments via Deep Reinforcement Learning.Misha Denil, Pulkit Agrawal, Tejas D. Kulkarni, Tom Erez, Peter W. Battaglia, Nando de Freitas
2017ICLRMetacontrol for Adaptive Imagination-Based Optimization.Jessica B. Hamrick, Andrew J. Ballard, Razvan Pascanu, Oriol Vinyals, Nicolas Heess, Peter W. Battaglia
2017ICLRDiscovering objects and their relations from entangled scene representations.David Raposo, Adam Santoro, David G. T. Barrett, Razvan Pascanu, Tim Lillicrap, Peter W. Battaglia
2015CogSciHumans predict liquid dynamics using probabilistic simulation.Christopher Bates, Peter W. Battaglia, Ilker Yildirim, Joshua B. Tenenbaum
2013CogSciInferring mass in complex physical scenes via probabilistic simulation.Jessica B. Hamrick, Peter W. Battaglia, Thomas L. Griffiths, Joshua B. Tenenbaum
2013CogSciConsistent physics underlying ballistic motion prediction.Kevin A. Smith, Peter W. Battaglia, Edward Vul
2013ICCVEstimating the Material Properties of Fabric from Video.Katherine L. Bouman, Bei Xiao, Peter W. Battaglia, William T. Freeman
2012CogSciComputational Models of Intuitive Physics.Peter W. Battaglia, Tomer D. Ullman, Joshua B. Tenenbaum, Adam Sanborn, Kenneth D. Forbus, Tobias Gerstenberg, David A. Lagnado
2011CogSciProbabilistic internal physics models guide judgments about object dynamics.Jessica B. Hamrick, Peter W. Battaglia, Joshua B. Tenenbaum