TL;DR of the paper, generated automatically.

arXiv paper: a Transformer that simulates rigid-body physics from point clouds.

• Results: matches or beats mesh-based baselines on point inputs, and runs faster.
• Scale: the abstract says it handles 200+ objects.
• Status: NeurIPS 2026 paper, with a preliminary articulated-body extension.