MPMWorlds

MPMWorlds is a simulation-based dataset and benchmark of 2D Material Point Method physical simulations for testing whether models can infer physical dynamics from video and extrapolate future behavior. Each scene is paired with simulator source code, structured scene specifications, and rendered video, spanning fluids, deformables, emitters, sand, snow, and other multi-material setups.