Tobias Pfaff

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 27

Top Topics

Network Simulator

Real World Scenes

Reinforcement Learning

Top Venues

Publications

Yulia Rubanova, Tatiana Lopez-Guevara, Kelsey R. Allen, William F. Whitney, Kimberly L. Stachenfeld, Tobias Pfaff
Learning rigid-body simulators over implicit shapes for large-scale scenes and vision. CoRR (2024)
Yingxue Zhao, Haoran Li, Haosu Zhou, Hamid Reza Attar, Tobias Pfaff, Nan Li
A review of graph neural network applications in mechanics-related domains. CoRR (2024)
William F. Whitney, Tatiana Lopez-Guevara, Tobias Pfaff, Yulia Rubanova, Thomas Kipf, Kim Stachenfeld, Kelsey R. Allen
Learning 3D Particle-based Simulators from RGB-D Videos. ICLR (2024)
Tatiana Lopez-Guevara, Yulia Rubanova, William F. Whitney, Tobias Pfaff, Kimberly L. Stachenfeld, Kelsey R. Allen
Scaling Face Interaction Graph Networks to Real World Scenes. CoRR (2024)
William F. Whitney, Tatiana Lopez-Guevara, Tobias Pfaff, Yulia Rubanova, Thomas Kipf, Kimberly L. Stachenfeld, Kelsey R. Allen
Learning 3D Particle-based Simulators from RGB-D Videos. CoRR (2023)
Kelsey R. Allen, Yulia Rubanova, Tatiana Lopez-Guevara, William Whitney, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Tobias Pfaff
Learning rigid dynamics with face interaction graph networks. ICLR (2023)
Xu Han, Han Gao, Tobias Pfaff, Jian-Xun Wang, Liping Liu
Predicting Physics in Mesh-reduced Space with Temporal Attention. ICLR (2022)
Kelsey R. Allen, Tatiana Lopez-Guevara, Kimberly L. Stachenfeld, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Jessica B. Hamrick, Tobias Pfaff
Physical Design using Differentiable Learned Simulators. CoRR (2022)
Kelsey R. Allen, Yulia Rubanova, Tatiana Lopez-Guevara, William Whitney, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Tobias Pfaff
Learning rigid dynamics with face interaction graph networks. CoRR (2022)
Yulia Rubanova, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Peter W. Battaglia
Constraint-based graph network simulator. ICML (2022)
Kimberly Stachenfeld, Drummond Buschman Fielding, Dmitrii Kochkov, Miles D. Cranmer, Tobias Pfaff, Jonathan Godwin, Can Cui, Shirley Ho, Peter W. Battaglia, Alvaro Sanchez-Gonzalez
Learned Simulators for Turbulence. ICLR (2022)
Meire Fortunato, Tobias Pfaff, Peter Wirnsberger, Alexander Pritzel, Peter W. Battaglia
MultiScale MeshGraphNets. CoRR (2022)
Kelsey R. Allen, Tatiana Lopez-Guevara, Yulia Rubanova, Kimberly Stachenfeld, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Tobias Pfaff
Graph network simulators can learn discontinuous, rigid contact dynamics. CoRL (2022)
Kelsey R. Allen, Tatiana Lopez-Guevara, Kimberly L. Stachenfeld, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Jessica B. Hamrick, Tobias Pfaff
Inverse Design for Fluid-Structure Interactions using Graph Network Simulators. NeurIPS (2022)
Yulia Rubanova, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Peter W. Battaglia
Constraint-based graph network simulator. CoRR (2021)
Kimberly L. Stachenfeld, Drummond B. Fielding, Dmitrii Kochkov, Miles D. Cranmer, Tobias Pfaff, Jonathan Godwin, Can Cui, Shirley Ho, Peter W. Battaglia, Alvaro Sanchez-Gonzalez
Learned Coarse Models for Efficient Turbulence Simulation. CoRR (2021)
Dmitrii Kochkov, Tobias Pfaff, Alvaro Sanchez-Gonzalez, Peter W. Battaglia, Bryan K. Clark
Learning ground states of quantum Hamiltonians with graph networks. CoRR (2021)
Tobias Pfaff, Meire Fortunato, Alvaro Sanchez-Gonzalez, Peter W. Battaglia
Learning Mesh-Based Simulation with Graph Networks. ICLR (2021)
Tobias Pfaff, Meire Fortunato, Alvaro Sanchez-Gonzalez, Peter W. Battaglia
Learning Mesh-Based Simulation with Graph Networks. CoRR (2020)
Alvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying, Jure Leskovec, Peter W. Battaglia
Learning to Simulate Complex Physics with Graph Networks. CoRR (2020)
Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Theophane Weber, Lars Buesing, Peter W. Battaglia
Combining Q-Learning and Search with Amortized Value Estimates. ICLR (2020)
Alvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying, Jure Leskovec, Peter W. Battaglia
Learning to Simulate Complex Physics with Graph Networks. ICML (2020)
Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Tobias Pfaff, Theophane Weber, Lars Buesing, Peter W. Battaglia
Combining Q-Learning and Search with Amortized Value Estimates. CoRR (2019)
Oriol Vinyals, Igor Babuschkin, Wojciech M. Czarnecki, Michaël Mathieu, Andrew Dudzik, Junyoung Chung, David H. Choi, Richard Powell, Timo Ewalds, Petko Georgiev, Junhyuk Oh, Dan Horgan, Manuel Kroiss, Ivo Danihelka, Aja Huang, Laurent Sifre, Trevor Cai, John P. Agapiou, Max Jaderberg, Alexander Sasha Vezhnevets, Rémi Leblond, Tobias Pohlen, Valentin Dalibard, David Budden, Yury Sulsky, James Molloy, Tom Le Paine, Çaglar Gülçehre, Ziyu Wang, Tobias Pfaff, Yuhuai Wu, Roman Ring, Dani Yogatama, Dario Wünsch, Katrina McKinney, Oliver Smith, Tom Schaul, Timothy P. Lillicrap, Koray Kavukcuoglu, Demis Hassabis, Chris Apps, David Silver
Grandmaster level in StarCraft II using multi-agent reinforcement learning. Nat. 575 (7782) (2019)
Yusuf Aytar, Tobias Pfaff, David Budden, Tom Le Paine, Ziyu Wang, Nando de Freitas
Playing hard exploration games by watching YouTube. CoRR (2018)
Yusuf Aytar, Tobias Pfaff, David Budden, Tom Le Paine, Ziyu Wang, Nando de Freitas
Playing hard exploration games by watching YouTube. NeurIPS (2018)
Tom Le Paine, Sergio Gomez Colmenarejo, Ziyu Wang, Scott E. Reed, Yusuf Aytar, Tobias Pfaff, Matthew W. Hoffman, Gabriel Barth-Maron, Serkan Cabi, David Budden, Nando de Freitas
One-Shot High-Fidelity Imitation: Training Large-Scale Deep Nets with RL. CoRR (2018)
Tobias Pfaff, Theodore Kim, Nils Thürey
Turbulent Fluids. Eurographics (Tutorials) (2014)
Tobias Pfaff, Rahul Narain, Juan Miguel de Joya, James F. O'Brien
Adaptive tearing and cracking of thin sheets. ACM Trans. Graph. 33 (4) (2014)
Nils Thuerey, Theodore Kim, Tobias Pfaff
Turbulent fluids. SIGGRAPH Courses (2013)
Rahul Narain, Tobias Pfaff, James F. O'Brien
Folding and crumpling adaptive sheets. ACM Trans. Graph. 32 (4) (2013)
Tobias Pfaff, Nils Thürey, Markus H. Gross
Lagrangian vortex sheets for animating fluids. ACM Trans. Graph. 31 (4) (2012)
Tobias Pfaff, Nils Thürey, Jonathan M. Cohen, Sarah Tariq, Markus H. Gross
Scalable fluid simulation using anisotropic turbulence particles. ACM Trans. Graph. 29 (6) (2010)
Tobias Pfaff, Nils Thürey, Andrew Selle, Markus H. Gross
Synthetic turbulence using artificial boundary layers. ACM Trans. Graph. 28 (5) (2009)