Pfaff, Tobias

17 publications

ICLR 2025 Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks Mario Lino Valencia, Tobias Pfaff, Nils Thuerey

ICLRW 2025 Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks Mario Lino Valencia, Tobias Pfaff, Nils Thuerey

CVPR 2025 Motion Prompting: Controlling Video Generation with Motion Trajectories Daniel Geng, Charles Herrmann, Junhwa Hur, Forrester Cole, Serena Zhang, Tobias Pfaff, Tatiana Lopez-Guevara, Yusuf Aytar, Michael Rubinstein, Chen Sun, Oliver Wang, Andrew Owens, Deqing Sun

ICLR 2024 Learning 3D Particle-Based Simulators from RGB-D Videos William F Whitney, Tatiana Lopez-Guevara, Tobias Pfaff, Yulia Rubanova, Thomas Kipf, Kim Stachenfeld, Kelsey R Allen

NeurIPS 2024 Learning Rigid-Body Simulators over Implicit Shapes for Large-Scale Scenes and Vision Yulia Rubanova, Tatiana Lopez-Guevara, Kelsey R. Allen, William F. Whitney, Kimberly Stachenfeld, Tobias Pfaff

ICMLW 2024 SE(3)-Equivariant Diffusion Graph Nets: Synthesizing Flow Fields by Denoising Invariant Latents on Graphs Mario Lino Valencia, Nils Thuerey, Tobias Pfaff

ICLR 2023 Learning Rigid Dynamics with Face Interaction Graph Networks Kelsey R Allen, Yulia Rubanova, Tatiana Lopez-Guevara, William F Whitney, Alvaro Sanchez-Gonzalez, Peter Battaglia, Tobias Pfaff

ICML 2022 Constraint-Based Graph Network Simulator Yulia Rubanova, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Peter Battaglia

CoRL 2022 Graph Network Simulators Can Learn Discontinuous, Rigid Contact Dynamics Kelsey R Allen, Tatiana Lopez Guevara, Yulia Rubanova, Kim Stachenfeld, Alvaro Sanchez-Gonzalez, Peter Battaglia, Tobias Pfaff

NeurIPS 2022 Inverse Design for Fluid-Structure Interactions Using Graph Network Simulators Kelsey Allen, Tatiana Lopez-Guevara, Kimberly L Stachenfeld, Alvaro Sanchez Gonzalez, Peter Battaglia, Jessica B Hamrick, Tobias Pfaff

ICLR 2022 Learned Simulators for Turbulence Kim Stachenfeld, Drummond Buschman Fielding, Dmitrii Kochkov, Miles Cranmer, Tobias Pfaff, Jonathan Godwin, Can Cui, Shirley Ho, Peter Battaglia, Alvaro Sanchez-Gonzalez

ICMLW 2022 MultiScale MeshGraphNets Meire Fortunato, Tobias Pfaff, Peter Wirnsberger, Alexander Pritzel, Peter Battaglia

ICLR 2022 Predicting Physics in Mesh-Reduced Space with Temporal Attention Xu Han, Han Gao, Tobias Pfaff, Jian-Xun Wang, Liping Liu

ICLR 2021 Learning Mesh-Based Simulation with Graph Networks Tobias Pfaff, Meire Fortunato, Alvaro Sanchez-Gonzalez, Peter Battaglia

ICLR 2020 Combining 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

ICML 2020 Learning to Simulate Complex Physics with Graph Networks Alvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying, Jure Leskovec, Peter Battaglia

NeurIPS 2018 Playing Hard Exploration Games by Watching YouTube Yusuf Aytar, Tobias Pfaff, David Budden, Thomas Paine, Ziyu Wang, Nando de Freitas