Peiyan Hu

23 papers A* 8Journal 15
YearRankTypeTitle / Venue / Authors
2026 J jnl
RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data.
CoRR
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
2026 J jnl
Wiener Chaos Expansion based Neural Operator for Singular Stochastic Partial Differential Equations.
CoRR
Dai Shi, Luke Thompson, Andi Han, Peiyan Hu, Junbin Gao, José Miguel Hernández-Lobato
2025 J jnl
A Lightweight, Real-Time, and High-Precision Calibrated Photometric Stereo Measurement Method.
IEEE Trans. Instrum. Meas.
Zhao Zhang, Han Feng, Xiaoyan Tian, Peiyan Hu, Yuetong Chang, Guangming Xia, Shuxian Shang, Biwei Wu, Weibo Wang
2025 A* conf
CL-DiffPhyCon: Closed-loop Diffusion Control of Complex Physical Systems.
ICLR
Long Wei, Haodong Feng, Yuchen Yang, Ruiqi Feng, Peiyan Hu, Xiang Zheng, Tao Zhang, Dixia Fan, Tailin Wu
2025 A* conf
From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control.
ICML
Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu
2025 J jnl
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE Control.
CoRR
Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu
2025 A* conf
Model-Based Closed-Loop Control Algorithm for Stochastic Partial Differential Equation Control.
IJCAI
Peiyan Hu, Haodong Feng, Yue Wang, Zhiming Ma
2025 J jnl
Model-Based Closed-Loop Control Algorithm for Stochastic Partial Differential Equation Control.
CoRR
Peiyan Hu, Haodong Feng, Yue Wang, Zhiming Ma
2025 J jnl
On the Design of One-step Diffusion via Shortcutting Flow Paths.
CoRR
Haitao Lin, Peiyan Hu, Minsi Ren, Zhifeng Gao, Zhi-Ming Ma, Guolin Ke, Tailin Wu, Stan Z. Li
2025 A* conf
On the Guidance of Flow Matching.
ICML
Ruiqi Feng, Chenglei Yu, Wenhao Deng, Peiyan Hu, Tailin Wu
2025 J jnl
On the Guidance of Flow Matching.
CoRR
Ruiqi Feng, Tailin Wu, Chenglei Yu, Wenhao Deng, Peiyan Hu
2025 A* conf
Wavelet Diffusion Neural Operator.
ICLR
Peiyan Hu, Rui Wang, Xiang Zheng, Tao Zhang, Haodong Feng, Ruiqi Feng, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu
2024 J jnl
A Generative Approach to Control Complex Physical Systems.
CoRR
Long Wei, Peiyan Hu, Ruiqi Feng, Haodong Feng, Yixuan Du, Tao Zhang, Rui Wang, Yue Wang, Zhi-Ming Ma, Tailin Wu
2024 A* conf
Better Neural PDE Solvers Through Data-Free Mesh Movers.
ICLR
Peiyan Hu, Yue Wang, Zhi-Ming Ma
2024 J jnl
Closed-loop Diffusion Control of Complex Physical Systems.
CoRR
Long Wei, Haodong Feng, Peiyan Hu, Tao Zhang, Yuchen Yang, Xiang Zheng, Ruiqi Feng, Dixia Fan, Tailin Wu
2024 A* conf
DiffPhyCon: A Generative Approach to Control Complex Physical Systems.
NeurIPS
Long Wei, Peiyan Hu, Ruiqi Feng, Haodong Feng, Yixuan Du, Tao Zhang, Rui Wang, Yue Wang, Zhi-Ming Ma, Tailin Wu
2024 J jnl
Multimodal Policies with Physics-informed Representations.
CoRR
Haodong Feng, Peiyan Hu, Yue Wang, Dixia Fan
2024 J jnl
Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey.
CoRR
Haixin Wang, Yadi Cao, Zijie Huang, Yuxuan Liu, Peiyan Hu, Xiao Luo, Zezheng Song, Wanjia Zhao, Jilin Liu, Jinan Sun, Shikun Zhang, Long Wei, Yue Wang, Tailin Wu, Zhi-Ming Ma, Yizhou Sun
2024 J jnl
Wavelet Diffusion Neural Operator.
CoRR
Peiyan Hu, Rui Wang, Xiang Zheng, Tao Zhang, Haodong Feng, Ruiqi Feng, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu
2023 J jnl
Better Neural PDE Solvers Through Data-Free Mesh Movers.
CoRR
Peiyan Hu, Yue Wang, Zhi-Ming Ma
2023 A* conf
Deep Latent Regularity Network for Modeling Stochastic Partial Differential Equations.
AAAI
Shiqi Gong, Peiyan Hu, Qi Meng, Yue Wang, Rongchan Zhu, Bingguang Chen, Zhiming Ma, Hao Ni, Tie-Yan Liu
2022 J jnl
Deep Random Vortex Method for Simulation and Inference of Navier-Stokes Equations.
CoRR
Rui Zhang, Peiyan Hu, Qi Meng, Yue Wang, Rongchan Zhu, Bingguang Chen, Zhi-Ming Ma, Tie-Yan Liu
2022 J jnl
Neural Operator with Regularity Structure for Modeling Dynamics Driven by SPDEs.
CoRR
Peiyan Hu, Qi Meng, Bingguang Chen, Shiqi Gong, Yue Wang, Wei Chen, Rongchan Zhu, Zhi-Ming Ma, Tie-Yan Liu