Denoising Thermo Paper
Canonical Summary
Extropic preprint: simulated DTMs match GPU FID on binarized Fashion-MNIST at about 10,000× less energy.
Lead Organization
Extropic
Key Technical Metric
~10,000× energy (sim.)
Maturity / Status
arXiv:2510.23972
Governance / License
arXiv preprint
Technical Specifications
Title An efficient probabilistic hardware architecture for diffusion-like models
Model Denoising Thermodynamic Model
Benchmark Binarized Fashion-MNIST, Fréchet Inception Distance
Claim About 10,000× less energy than GPUs in a system-level analysis
Hardware basis Measurements from an experimental thermodynamic RNG chip plus simulation
Corresponding author Trevor McCourt, Extropic
Verification: reported · Retrieved: 2026-10-19 ·
Primary Source Reference