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cs.LG2026
Symmetric Equilibrium Propagation for Thermodynamic Diffusion Training
Aditi De
The reverse process in score-based diffusion models is formally equivalent to overdamped Langevin dynamics in a time-dependent energy landscape. In our prior work we showed that a…
cs.LG2026
Thermodynamic Diffusion Inference with Minimal Digital Conditioning
Aditi De
Diffusion-model inference and overdamped Langevin dynamics are formally identical. A physical substrate that encodes the score function therefore equilibrates to the correct output…