Peiyan Hu

RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data

On the Design of One-step Diffusion via Shortcutting Flow Paths

On the Guidance of Flow Matching

CL-DiffPhyCon: Closed-loop Diffusion Control of Complex Physical Systems

Wavelet Diffusion Neural Operator

From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control

A Probabilistic Generative Method for Safe Physical System Control Problems