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Picture for Tobias Pfaff

Learning Mesh-Based Simulation with Graph Networks

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

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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 

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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 

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One-Shot High-Fidelity Imitation: Training Large-Scale Deep Nets with RL

Oct 11, 2018
Tom Le Paine, Sergio Gómez Colmenarejo, Ziyu Wang, Scott Reed, Yusuf Aytar, Tobias Pfaff, Matt W. Hoffman, Gabriel Barth-Maron, Serkan Cabi, David Budden, Nando de Freitas

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Playing hard exploration games by watching YouTube

May 29, 2018
Yusuf Aytar, Tobias Pfaff, David Budden, Tom Le Paine, Ziyu Wang, Nando de Freitas

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