Physics-informed Deep Super-resolution for Spatiotemporal Data. - Pu Ren; Chengping Rao; Yang Liu 130; Zihan Ma 002; Qi Wang 123; Jian-Xun Wang 001; Hao Sun 002 (CoRR, 2022)

Encoding physics to learn reaction-diffusion processes. - Chengping Rao; Pu Ren; Qi Wang 123; Oral Buyukozturk; Hao Sun 002; Yang Liu 130 (Nat. Mac. Intell., 2023)

PhySR: Physics-informed deep super-resolution for spatiotemporal data. - Pu Ren; Chengping Rao; Yang Liu 130; Zihan Ma 002; Qi Wang 123; Jian-Xun Wang 001; Hao Sun 002 (J. Comput. Phys., 2023)

P2C2Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics. - Qi Wang 123; Pu Ren; Hao Zhou; Xin-Yang Liu; Zhiwen Deng; Yi Zhang 164; Zeruizhi Cheng; Hongsheng Liu 002; Zidong Wang 010; Jian-Xun Wang 001; Ji-Rong Wen; Hao Sun 002; et al. (NeurIPS, 2024)

PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems. - Bocheng Zeng; Qi Wang 123; Mengtao Yan; Yang Liu 099; Ruizhi Chengze; Yi Zhang 164; Hongsheng Liu 002; Zidong Wang 010; Hao Sun 002 (CoRR, 2024)

P2C2Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics. - Qi Wang 123; Pu Ren; Hao Zhou; Xin-Yang Liu; Zhiwen Deng; Yi Zhang 164; Ruizhi Chengze; Hongsheng Liu 002; Zidong Wang 010; Jian-Xun Wang 001; Ji-Rong Wen; Hao Sun 002; et al. (CoRR, 2024)

PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems. - Bocheng Zeng; Qi Wang 123; Mengtao Yan; Yang Liu; Ruizhi Chengze; Yi Zhang 164; Hongsheng Liu 002; Zidong Wang 010; Hao Sun 002 (ICLR, 2025)

MultiPDENet: PDE-embedded Learning with Multi-time-stepping for Accelerated Flow Simulation. - Qi Wang 123; Yuan Mi; Haoyun Wang; Yi Zhang 164; Ruizhi Chengze; Hongsheng Liu 002; Ji-Rong Wen; Hao Sun 002 (ICML, 2025)

PeSANet: Physics-encoded Spectral Attention Network for Simulating PDE-Governed Complex Systems. - Han Wan; Rui Zhang 052; Qi Wang 123; Yang Liu 320; Hao Sun 002 (IJCAI, 2025)

Learnable-Differentiable Finite Volume Solver for Accelerated Simulation of Flows. - Mengtao Yan; Qi Wang 123; Haining Wang; Ruizhi Chengze; Yi Zhang 164; Hongsheng Liu 002; Zidong Wang 010; Fan Yu 004; Qi Qi 003; Hao Sun 002 (KDD (2), 2025)

Learning spatiotemporal dynamics from sparse data via a high-order physics-encoded network. - Pu Ren; Jialin Song; Chengping Rao; Qi Wang 123; Yike Guo; Hao Sun 002; Yang Liu 005 (Comput. Phys. Commun., 2025)

PIMRL: Physics-Informed Multi-Scale Recurrent Learning for Spatiotemporal Prediction. - Han Wan; Qi Wang 123; Yuan Mi; Hao Sun 002 (CoRR, 2025)

PIMRL: Physics-Informed Multi-Scale Recurrent Learning for Burst-Sampled Spatiotemporal Dynamics. - Han Wan; Qi Wang 123; Yuan Mi; Rui Zhang 052; Hao Sun 002 (AAAI, 2026)

Spatiotemporal Graph Learning with Direct Volumetric Information Passing and Feature Enhancement. - Yuan Mi; Qi Wang 123; Xueqin Hu; Yike Guo; Ji-Rong Wen; Yang Liu 130; Hao Sun 002 (KDD (1), 2026)