T. Pfaff

Most-cited papers

Grandmaster level in StarCraft II using multi-agent reinforcement learning
O. Vinyals, Igor Babuschkin, W. Czarnecki, Michaël Mathieu +38 more
2019Nature4,581 citations
Semantic Scholar
Learning to Simulate Complex Physics with Graph Networks
Alvaro Sanchez-Gonzalez, Jonathan Godwin, T. Pfaff, Rex Ying +2 more
2020International Conference on Machine Learning1,723 citations
Semantic Scholar
Learning Mesh-Based Simulation with Graph Networks
T. Pfaff, Meire Fortunato, Alvaro Sanchez-Gonzalez, P. Battaglia
2020International Conference on Learning Representations1,543 citations
Semantic Scholar
Playing hard exploration games by watching YouTube
Y. Aytar, T. Pfaff, D. Budden, T. Paine +2 more
2018Neural Information Processing Systems287 citations
Semantic Scholar
Folding and crumpling adaptive sheets
Rahul Narain, T. Pfaff, J. O. O'Brien
2013ACM Transactions on Graphics162 citations
Semantic Scholar
Predicting Physics in Mesh-reduced Space with Temporal Attention
Xu Han, Han Gao, T. Pfaff, Jian-Xun Wang +1 more
2022International Conference on Learning Representations137 citations
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Adaptive tearing and cracking of thin sheets
T. Pfaff, Rahul Narain, Juan Miguel de Joya, J. O. O'Brien
2014ACM Transactions on Graphics129 citations Open access
Semantic Scholar
Learned Coarse Models for Efficient Turbulence Simulation
Kimberly L. Stachenfeld, D. Fielding, Dmitrii Kochkov, Miles Cranmer +6 more
2021arXiv.org119 citations
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Lagrangian vortex sheets for animating fluids
T. Pfaff, Nils Thürey, M. Gross
2012ACM Transactions on Graphics113 citations
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Scalable fluid simulation using anisotropic turbulence particles
T. Pfaff, Nils Thürey, Jonathan M. Cohen, S. Tariq +1 more
2010ACM Transactions on Graphics95 citations
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Learning rigid dynamics with face interaction graph networks
Kelsey R. Allen, Y. Rubanova, Tatiana Lopez-Guevara, William F. Whitney +3 more
2022International Conference on Learning Representations63 citations Open access
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Graph network simulators can learn discontinuous, rigid contact dynamics
Kelsey R. Allen, Tatiana Lopez-Guevara, Y. Rubanova, Kimberly L. Stachenfeld +3 more
2022Conference on Robot Learning58 citations
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Physical Design using Differentiable Learned Simulators
Kelsey R. Allen, Tatiana Lopez-Guevara, Kimberly L. Stachenfeld, Alvaro Sanchez-Gonzalez +3 more
2022arXiv.org56 citations
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Learned Simulators for Turbulence
Kimberly L. Stachenfeld, D. Fielding, Dmitrii Kochkov, Miles Cranmer +6 more
2022International Conference on Learning Representations54 citations
Semantic Scholar
Combining Q-Learning and Search with Amortized Value Estimates
Jessica B. Hamrick, V. Bapst, Alvaro Sanchez-Gonzalez, T. Pfaff +3 more
2019International Conference on Learning Representations53 citations
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Field-scale apparent hydraulic parameterisation obtained from TDR time series and inverse modelling
U. Wollschläger, T. Pfaff, K. Roth
200953 citations Open access
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Inverse Design for Fluid-Structure Interactions using Graph Network Simulators
Kelsey R. Allen, Tatiana Lopez-Guevara, Kimberly L. Stachenfeld, Alvaro Sanchez-Gonzalez +3 more
2022Neural Information Processing Systems38 citations
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Constraint-based graph network simulator
Y. Rubanova, Alvaro Sanchez-Gonzalez, T. Pfaff, P. Battaglia
2021International Conference on Machine Learning38 citations
Semantic Scholar
Learning ground states of quantum Hamiltonians with graph networks
Dmitrii Kochkov, T. Pfaff, Alvaro Sanchez-Gonzalez, P. Battaglia +1 more
2021arXiv.org32 citations
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One-Shot High-Fidelity Imitation: Training Large-Scale Deep Nets with RL
T. Paine, Sergio Gomez Colmenarejo, Zi-Yun Wang, Scott E. Reed +7 more
2018arXiv.org26 citations
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Turbulent fluids
Nils Thuerey, Theodore Kim, T. Pfaff
2013International Conference on Computer Graphics and Interactive Techniques15 citations
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Field scale effective hydraulic parameterisation obtained from TDR time series and inverse modelling
U. Wollschläger, T. Pfaff, K. Roth
20095 citations Open access
Semantic Scholar
Learning latent ﬁeld dynamics of PDEs
Dmitrii Kochkov, Alvaro Sanchez-Gonzalez, Jamie A. Smith, T. Pfaff +2 more
20204 citations
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Visual Imitation with a Minimal Adversary
Scott E. Reed, Y. Aytar, Ziyu Wang, Tom Le Paine +6 more
20184 citations
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L EARNING GENERAL - PURPOSE CNN-BASED SIMULA - TORS FOR ASTROPHYSICAL TURBULENCE
Alvaro Sanchez-Gonzalez, Kimberly L. Stachenfeld, D. Fielding, Dmitrii Kochkov +6 more
20210 citations
Semantic Scholar
Detail enhancement for fluid simulations using turbulence modeling
T. Pfaff
20120 citations
Semantic Scholar
Knowledge-based Ground Water ModelingAnd Parameter Validation
T. Pfaff, J. Lindner
19700 citations
Semantic Scholar