Thermodynamic Diffusion Inference with Minimal Digital Conditioning
We demonstrate that the reverse process in score-based diffusion models is formally identical to overdamped Langevin dynamics and can be realized physically on a bilinearly-coupled analog substrate at a projected 10³–10⁴× energy advantage over digital inference.