2 papers
cs.LG2025
Learning Deformable Body Interactions With Adaptive Spatial Tokenization
Hao Wang, Yu Liu, Daniel Biggs +3
Simulating interactions between deformable bodies is vital in fields like material science, mechanical design, and robotics. While learning-based methods with Graph Neural Networks…
cs.LG2025
Transfer learning in Scalable Graph Neural Network for Improved Physical Simulation
Siqi Shen, Yu Liu, Daniel Biggs +5
In recent years, Graph Neural Network (GNN) based models have shown promising results in simulating physics of complex systems. However, training dedicated graph network based phys…