Equilibrium Propagation and Hamiltonian Inference in the Diffusive Fitzhugh-Nagumo Model

In three linesExtension of Equilibrium Propagation framework to skew-gradient systems with demonstrated equivalence between deep Energy-Based Models and Hamiltonian neural networks. Applied to diffusively coupled Fitzhugh-Nagumo neuron networks, showing stationary solutions admit spatial Hamiltonian structure enabling Hamiltonian Echo Backpropagation methods.

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