Hu, Peiyan

12 publications

ICLR 2026 On the Design of One-Step Diffusion via Shortcutting Flow Paths Haitao Lin, Peiyan Hu, Minsi Ren, Zhifeng Gao, Zhi-Ming Ma, Guolin Ke, Tailin Wu, Stan Z. Li

ICLR 2026 RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data Peiyan Hu, Haodong Feng, Hongyuan Liu, Tongtong Yan, Wenhao Deng, Tianrun Gao, Rong Zheng, Haoren Zheng, Chenglei Yu, Chuanrui Wang, Kaiwen Li, Zhi-Ming Ma, Dezhi Zhou, Xingcai Lu, Dixia Fan, Tailin Wu

ICLR 2025 CL-DiffPhyCon: Closed-Loop Diffusion Control of Complex Physical Systems Long Wei, Haodong Feng, Yuchen Yang, Ruiqi Feng, Peiyan Hu, Xiang Zheng, Tao Zhang, Dixia Fan, Tailin Wu

ICML 2025 From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu

IJCAI 2025 Model-Based Closed-Loop Control Algorithm for Stochastic Partial Differential Equation Control Peiyan Hu, Haodong Feng, Yue Wang, Zhiming Ma

ICML 2025 On the Guidance of Flow Matching Ruiqi Feng, Chenglei Yu, Wenhao Deng, Peiyan Hu, Tailin Wu

ICLR 2025 Wavelet Diffusion Neural Operator Peiyan Hu, Rui Wang, Xiang Zheng, Tao Zhang, Haodong Feng, Ruiqi Feng, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu

NeurIPSW 2024 A Probabilistic Generative Method for Safe Physical System Control Problems Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu

ICLR 2024 Better Neural PDE Solvers Through Data-Free Mesh Movers Peiyan Hu, Yue Wang, Zhi-Ming Ma

NeurIPS 2024 DiffPhyCon: A Generative Approach to Control Complex Physical Systems Long Wei, Peiyan Hu, Ruiqi Feng, Haodong Feng, Yixuan Du, Tao Zhang, Rui Wang, Yue Wang, Zhi-Ming Ma, Tailin Wu

ICLRW 2024 Generative PDE Control Long Wei, Peiyan Hu, Ruiqi Feng, Yixuan Du, Tao Zhang, Rui Wang, Yue Wang, Zhi-Ming Ma, Tailin Wu

AAAI 2023 Deep Latent Regularity Network for Modeling Stochastic Partial Differential Equations Shiqi Gong, Peiyan Hu, Qi Meng, Yue Wang, Rongchan Zhu, Bingguang Chen, Zhiming Ma, Hao Ni, Tie-Yan Liu