Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
Learning Mesh-Based Simulation with Graph Networks

Oct 07, 2020
Tobias Pfaff, Meire Fortunato, Alvaro Sanchez-Gonzalez, Peter W. Battaglia


  Access Paper or Ask Questions

PolyGen: An Autoregressive Generative Model of 3D Meshes

Feb 23, 2020
Charlie Nash, Yaroslav Ganin, S. M. Ali Eslami, Peter W. Battaglia


  Access Paper or Ask Questions

Learning to Simulate Complex Physics with Graph Networks

Feb 21, 2020
Alvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying, Jure Leskovec, Peter W. Battaglia

* Submitted to ICML 2020 

  Access Paper or Ask Questions

Combining Q-Learning and Search with Amortized Value Estimates

Jan 10, 2020
Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Theophane Weber, Lars Buesing, Peter W. Battaglia

* Published as a conference paper at ICLR 2020 

  Access Paper or Ask Questions

Object-oriented state editing for HRL

Oct 31, 2019
Victor Bapst, Alvaro Sanchez-Gonzalez, Omar Shams, Kimberly Stachenfeld, Peter W. Battaglia, Satinder Singh, Jessica B. Hamrick

* 8 pages; accepted to the Perception as Generative Reasoning workshop of the 33rd Conference on Neural InformationProcessing Systems (NeurIPS 2019) 

  Access Paper or Ask Questions

Structured agents for physical construction

May 13, 2019
Victor Bapst, Alvaro Sanchez-Gonzalez, Carl Doersch, Kimberly L. Stachenfeld, Pushmeet Kohli, Peter W. Battaglia, Jessica B. Hamrick

* ICML 2019 

  Access Paper or Ask Questions

Relational inductive biases, deep learning, and graph networks

Oct 17, 2018
Peter W. Battaglia, Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Vinicius Zambaldi, Mateusz Malinowski, Andrea Tacchetti, David Raposo, Adam Santoro, Ryan Faulkner, Caglar Gulcehre, Francis Song, Andrew Ballard, Justin Gilmer, George Dahl, Ashish Vaswani, Kelsey Allen, Charles Nash, Victoria Langston, Chris Dyer, Nicolas Heess, Daan Wierstra, Pushmeet Kohli, Matt Botvinick, Oriol Vinyals, Yujia Li, Razvan Pascanu


  Access Paper or Ask Questions

Relational Forward Models for Multi-Agent Learning

Sep 28, 2018
Andrea Tacchetti, H. Francis Song, Pedro A. M. Mediano, Vinicius Zambaldi, Neil C. Rabinowitz, Thore Graepel, Matthew Botvinick, Peter W. Battaglia


  Access Paper or Ask Questions

Relational inductive bias for physical construction in humans and machines

Jun 04, 2018
Jessica B. Hamrick, Kelsey R. Allen, Victor Bapst, Tina Zhu, Kevin R. McKee, Joshua B. Tenenbaum, Peter W. Battaglia

* In Proceedings of the Annual Meeting of the Cognitive Science Society (CogSci 2018) 

  Access Paper or Ask Questions

Metacontrol for Adaptive Imagination-Based Optimization

May 07, 2017
Jessica B. Hamrick, Andrew J. Ballard, Razvan Pascanu, Oriol Vinyals, Nicolas Heess, Peter W. Battaglia

* Published as a conference paper at ICLR 2017 

  Access Paper or Ask Questions

Interaction Networks for Learning about Objects, Relations and Physics

Dec 01, 2016
Peter W. Battaglia, Razvan Pascanu, Matthew Lai, Danilo Rezende, Koray Kavukcuoglu

* Published in NIPS 2016 

  Access Paper or Ask Questions