PINNForge: Execution-Grounded Evolutionary Design of Physics-Informed Neural Networks

Mingyang Yu, Xu Yang, Jun Zhang +3

Physics-informed neural networks (PINNs) require coordinated choices across representation, architecture, sampling, constraints, loss construction, and optimization, yet effective…