2026
P3D: Highly Scalable 3D Neural Surrogates for Physics Simulations with Global Context
ICLR 2026poster
We present a scalable framework for learning deterministic and probabilistic neural surrogates for high-resolution 3D physics simulations. We introduce P3D, a hybrid CNN-Transformer backbone architecture targeted for 3D physics simulations, which significantly outperforms existing architectures in t…