Symmetric Equilibrium Propagation provides a local, readout-only training rule for bilinear thermodynamic diffusion models that is unbiased at zero nudge, reduces bias to O(β²) with symmetric nudging, and projects 10³-10⁴× energy savings over GPU baselines.
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Symmetric Equilibrium Propagation for Thermodynamic Diffusion Training
Symmetric Equilibrium Propagation provides a local, readout-only training rule for bilinear thermodynamic diffusion models that is unbiased at zero nudge, reduces bias to O(β²) with symmetric nudging, and projects 10³-10⁴× energy savings over GPU baselines.