PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems. - Bocheng Zeng; Qi Wang; Mengtao Yan; Yang Liu 099; Ruizhi Chengze; Yi Zhang; 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; Pu Ren; Hao Zhou; Xin-Yang Liu; Zhiwen Deng; Yi Zhang; 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; Mengtao Yan; Yang Liu; Ruizhi Chengze; Yi Zhang; Hongsheng Liu; Zidong Wang; Hao Sun (ICLR, 2025)

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

SlotPi: Physics-informed Object-centric Reasoning Models. - Jian Li; Wan Han; Ning Lin; Yu-Liang Zhan; Ruizhi Chengze; Haining Wang; Yi Zhang; Hongsheng Liu; Zidong Wang; Fan Yu; Hao Sun (CoRR, 2025)

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