Omkar2118/datasets huggingface dataset:
Mpm-Verse-Large
Full name: MPMVerse Physics Simulation Dataset

This dataset contains Material-Point-Method (MPM) simulations for various materials, including water, sand, plasticine,  jelly, and rigid collisions. Each material is represented as point-clouds that evolve over time. The dataset is designed for learning and predicting MPM-based physical simulations. Each material contains 50 trajectories with different initial velocity field.

Introducing paper: Reduced-Order Neural Operators: Learning Lagrangian Dynamics on Highly Sparse Graphs