Neural Operator with Regularity Structure for Modeling Dynamics Driven by SPDEs. - Peiyan Hu; Qi Meng; Bingguang Chen; Shiqi Gong; Yue Wang 017; Wei Chen 034; Rongchan Zhu; Zhi-Ming Ma; Tie-Yan Liu (CoRR, 2022)

Deep Random Vortex Method for Simulation and Inference of Navier-Stokes Equations. - Rui Zhang 052; Peiyan Hu; Qi Meng; Yue Wang 017; Rongchan Zhu; Bingguang Chen; Zhi-Ming Ma; Tie-Yan Liu (CoRR, 2022)

Deep Latent Regularity Network for Modeling Stochastic Partial Differential Equations. - Shiqi Gong; Peiyan Hu; Qi Meng; Yue Wang 017; Rongchan Zhu; Bingguang Chen; Zhiming Ma; Hao Ni; Tie-Yan Liu (AAAI, 2023)

Better Neural PDE Solvers Through Data-Free Mesh Movers. - Peiyan Hu; Yue Wang 017; Zhi-Ming Ma (ICLR, 2024)

DiffPhyCon: A Generative Approach to Control Complex Physical Systems. - Long Wei; Peiyan Hu; Ruiqi Feng; Haodong Feng; Yixuan Du; Tao Zhang 033; Rui Wang 017; Yue Wang 017; Zhi-Ming Ma; Tailin Wu (NeurIPS, 2024)

A Generative Approach to Control Complex Physical Systems. - Long Wei; Peiyan Hu; Ruiqi Feng; Haodong Feng; Yixuan Du; Tao Zhang 033; Rui Wang 017; Yue Wang 017; Zhi-Ming Ma; Tailin Wu (CoRR, 2024)

Closed-loop Diffusion Control of Complex Physical Systems. - Long Wei; Haodong Feng; Peiyan Hu; Tao Zhang 033; Yuchen Yang; Xiang Zheng; Ruiqi Feng; Dixia Fan; Tailin Wu (CoRR, 2024)

Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey. - Haixin Wang 003; Yadi Cao; Zijie Huang 002; Yuxuan Liu; Peiyan Hu; Xiao Luo 001; Zezheng Song; Wanjia Zhao; Jilin Liu; Jinan Sun; Shikun Zhang; Long Wei; et al. (CoRR, 2024)

Multimodal Policies with Physics-informed Representations. - Haodong Feng; Peiyan Hu; Yue Wang 017; Dixia Fan (CoRR, 2024)

Wavelet Diffusion Neural Operator. - Peiyan Hu; Rui Wang 017; Xiang Zheng; Tao Zhang 033; Haodong Feng; Ruiqi Feng; Long Wei; Yue Wang 017; Zhi-Ming Ma; 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 (ICLR, 2025)

A Lightweight, Real-Time, and High-Precision Calibrated Photometric Stereo Measurement Method. - Zhao Zhang; Han Feng; Xiaoyan Tian; Peiyan Hu; Yuetong Chang; Guangming Xia; Shuxian Shang; Biwei Wu; Weibo Wang 002 (IEEE Trans. Instrum. Meas., 2025)

On the Guidance of Flow Matching. - Ruiqi Feng; Tailin Wu; Chenglei Yu; Wenhao Deng 001; Peiyan Hu (CoRR, 2025)

From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE Control. - Peiyan Hu; Xiaowei Qian; Wenhao Deng 001; Rui Wang 017; Haodong Feng; Ruiqi Feng; Tao Zhang 033; Long Wei; Yue Wang 017; Zhi-Ming Ma; Tailin Wu (CoRR, 2025)

Model-Based Closed-Loop Control Algorithm for Stochastic Partial Differential Equation Control. - Peiyan Hu; Haodong Feng; Yue Wang 017; Zhiming Ma (CoRR, 2025)