works on
adaptive mesh 1diffusion models 1generative modeling 1partial differential equations 1physics-informed learning 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.LG2026

Learning to Discretize: Diffusion-Based Adaptive Mesh with Spectral Guidance

Zixuan Shen, Bingchuan Wang, Zhi Wang +1

The paper proposes a two‑stage diffusion model that learns how to adaptively place mesh points for neural PDE solvers before predicting the field evolution, using physics‑aware con…