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Tobias Pfaff

MultiScale MeshGraphNets

Oct 02, 2022
Meire Fortunato, Tobias Pfaff, Peter Wirnsberger, Alexander Pritzel, Peter Battaglia

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* 2nd AI4Science Workshop at the 39th International Conference on Machine Learning (ICML), 2022

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Physical Design using Differentiable Learned Simulators

Feb 01, 2022
Kelsey R. Allen, Tatiana Lopez-Guevara, Kimberly Stachenfeld, Alvaro Sanchez-Gonzalez, Peter Battaglia, Jessica Hamrick, Tobias Pfaff

* First three authors contributed equally

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Learning ground states of quantum Hamiltonians with graph networks

Oct 12, 2021
Dmitrii Kochkov, Tobias Pfaff, Alvaro Sanchez-Gonzalez, Peter Battaglia, Bryan K. Clark

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* 19 pages, 9 figures

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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

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* 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

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* Published as a conference paper at ICLR 2020

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