Pfaff, Tobias
- Learning to Simulate Complex Physics with Graph Networks
2020/02/21 by Álvaro Sánchez‐González, Jonathan Godwin, Sanchez-Gonzalez, Alvaro +9 · 82 citations
Computer Science · Neuroscience · #Advanced Graph Neural Networks #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
- Playing hard exploration games by watching YouTube
2018/05/29 by Yusuf Aytar, Tobias Pfaff, Aytar, Yusuf +9 · 1 voice · 3 citations
Computer Science · #Reinforcement Learning in Robotics #Multimodal Machine Learning Applications
- Motion Prompting: Controlling Video Generation with Motion Trajectories
2024/12/03 by Geng, Daniel, Herrmann, Charles, Hur, Junhwa +11 · 46 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Predicting Physics in Mesh-reduced Space with Temporal Attention
2022/01/22 by Han, Xu, Gao, Han, Pfaff, Tobias +2 · 12 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Imagen 3
2024/08/13 by Imagen-Team-Google, Jason Baldridge, : +526 · 1 voice · 3 citations
Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging #cs.CV
- Learning rigid dynamics with face interaction graph networks
2022/12/07 by Allen, Kelsey R., Rubanova, Yulia, Lopez-Guevara, Tatiana +4 · 6 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Cosmos-Drive-Dreams: Scalable Synthetic Driving Data Generation with World Foundation Models
2025/06/10 by Xuanchi Ren, Ren, Xuanchi, Yifan Lu +29 · 20 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Physical Design using Differentiable Learned Simulators
2022/02/01 by Allen, Kelsey R., Lopez-Guevara, Tatiana, Stachenfeld, Kimberly +4 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- A review of graph neural network applications in mechanics-related domains
2024/07/10 by Zhao, Yingxue, Li, Haoran, Zhou, Haosu +3 · 3 citations
#FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Mathematical Physics (math-ph)
- Learning 3D Particle-based Simulators from RGB-D Videos
2023/12/08 by WILLIAM F. WHITNEY, Tatiana López-Guevara, Whitney, William F. +11 · 2 citations
Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- Learning ground states of quantum Hamiltonians with graph networks
2021/10/12 by Dmitrii Kochkov, Kochkov, Dmitrii, Tobias Pfaff +7 · 1 citation
Physics and Astronomy · Materials Science · #Quantum many-body systems #Machine Learning in Materials Science #Advanced Thermodynamics and Statistical Mechanics
- Constraint-based graph network simulator
2021/12/16 by Rubanova, Yulia, Sanchez-Gonzalez, Alvaro, Pfaff, Tobias +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Scaling Face Interaction Graph Networks to Real World Scenes
2024/01/22 by Tatiana López-Guevara, Yulia Rubanova, Lopez-Guevara, Tatiana +9 · 1 citation
Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Motion and Animation #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO)
- Learning rigid-body simulators over implicit shapes for large-scale scenes and vision
2024/05/22 by Rubanova, Yulia, Lopez-Guevara, Tatiana, Allen, Kelsey R. +3 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Recurrent U-Net-Based Graph Neural Network (RUGNN) for Accurate Deformation Predictions in Sheet Material Forming
2025/07/10 by Yingxue Zhao, Qianyi Chen, Zhao, Yingxue +13 · 1 citation
Engineering · #FOS: Computer and information sciences #Laser and Thermal Forming Techniques #Machine Learning (cs.LG) #Manufacturing Process and Optimization #Metal Forming Simulation Techniques
- A new graph-based surrogate model for rapid prediction of crashworthiness performance of vehicle panel components
2025/03/16 by Li, Haoran, Zhao, Yingxue, Zhou, Haosu +2 · 1 citation
#FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering