Zhi-Ming Ma

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

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

Any-Order GPT as Masked Diffusion Model: Decoupling Formulation and Architecture

Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models

Straight-Line Diffusion Model for Efficient 3D Molecular Generation

Wavelet Diffusion Neural Operator

UniGEM: A Unified Approach to Generation and Property Prediction for Molecules

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

Improved Diffusion-based Generative Model with Better Adversarial Robustness

Graffe: Graph Representation Learning Enabled via Diffusion Probabilistic Models

On the Convergence of Adam under Non-uniform Smoothness: Separability from SGDM and Beyond

A Probabilistic Generative Method for Safe Physical System Control Problems