Weizheng Zhang

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Publication activitypapers/week, last 8 weeks

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Architecture Design (Transformers, SSMs, MoE) (1)Scientific Discovery & Drug Design (1)Training Efficiency & Optimization (1)

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Xunjie Xie (1)Hao Pan (1)Xiaowei Duan (1)Bingteng Sun (1)

Papers (1)

Mar 9, 2026

Weizheng Zhang +51w ago

MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries

Standard PINNs stumble in complex geometries, but MUSA-PINN leaps ahead by reformulating PDE constraints as multi-scale integral conservation laws, slashing errors by up to 93% in fluid flow simulations.

Weizheng Zhang, Xunjie Xie, Hao Pan +3

Architecture Design (Transformers, SSMs, MoE)Scientific Discovery & Drug Design Training Efficiency & Optimization

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Weizheng Zhang

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)