david-spies / EquilibriumDynamics Star 0 Code Issues Pull requests A high-fidelity Physics-Informed Neural Network (PINN) research platform for solving the 1D convection-diffusion equation with enforced conservation of mass. Neural ODE · PINN · NODE-ONet · Real-time inference · Interactive dashboard. machine-learning differential-equations neuralnetwork pinn burgers-equation neural-ode scientific-machine-learning physics-informed-neural-networks lorenz-system pinn-training-pipelines hybrid-node-onet-architecture node-onet Updated May 4, 2026 Python