Author

Jing-Yuan Zou

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Open access Oct 2026

PDEformer-2: a versatile foundation model for two-dimensional partial differential equations

Partial differential equations (PDEs) are fundamental to modeling physical systems. Traditional PDE solvers are often computationally expensive. Neural operators require independent training for different PDEs, and tend to be data-greedy when adapted to new scenarios. To this end, we introduce PDEformer-2, a versatil...

Zhan-Hong Ye, Zi-Ning Liu, Bing-Yang Wu et al. · National Science Review · 0 citations

Jul 2026

MoWorld: A Flash World Model

MoWorld is the first real-time interactive World Model built on the Neural Processing Unit (NPU) and can achieves up to 50 FPS in such the devices, enabling practical and efficient deployment at scale.

Team Moxin, Deyi Ji, Tianrun Chen et al. · arXiv.org · 1 citation