Papers

PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations

Holzschuh et al. · ICML 2025 · Transformers

What it does

A diffusion-transformer backbone adapted to large physics simulations on grids.

Why it matters

Pretrained once, it fine-tunes better than training from scratch: a step toward physics foundation models.

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