A lightweight finite element toolbox in Julia for education, research, and rapid prototyping of weak-form formulations.

A weak-form-centric differentiable finite element framework in JAX

A hybrid deep learning framework combining physics-informed neural networks (PINNs) with magnetohydrodynamic (MHD) constraints for operational solar flare forecasting.

Companion datasets for WiSED: controlled noisy PDE benchmarks, spherical-particle diffusion fields, and public SOC-EIS data.

WiSED: open-form weak-form PDE discovery from noisy spatiotemporal data, with controlled benchmarks and battery engineering validations.