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Alex Gower

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Book Open access Aug 2026

FlowEqProp: Training Flow Matching Models with Gradient Equilibrium Propagation

We introduce Gradient Equilibrium Propagation (GradEP), a mechanism that extends Equilibrium Propagation (EP) to train energy gradients rather than energy minima, enabling EP to be applied to tasks where the learning objective depends on the velocity field of a convergent dynamical system. Instead of fixing the input d...

Alex Gower · 0 citations

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