Author

Pancheng Niu

Observed name: Niu, Pancheng

Institution: Chengdu University of Information Technology

Observed institution: Chengdu University of Information Technology

OpenAlex ID: A5113315316

Improved physics-informed neural network in mitigating gradient-related failures

2025 · Pancheng Niu, Jun Guo, et al. · Neurocomputing · 36

DeSyR: A Decoupled Symbolic Recovery Framework with PINN-Guided Structure Search and Physics-Informed Coefficient Refinement

2026 · Niu, Pancheng, Guo, Jun, et al. · arXiv (Cornell University)

Architecture--Optimization Co-Design for Physics-Informed Neural Networks via Layer-wise Coordinate Adaptation and Gradient Conflict Resolution

2026 · Niu, Pancheng, Guo, Jun, et al. · arXiv (Cornell University)

Works count: 3

Citation count: 36

H-index: 1

I10-index: 1