Lightweight Geometric Adaptation for Training Physics-Informed Neural Networks

Create an easy-to-use plug-in for popular PINN libraries like DeepXDE that adds curvature-aware secant optimization to standard first-order solvers.

Suggested repo: curvature-pinns

"Make your PINNs converge faster with secant-based optimization."

Estimated effort: 30h