thermodynamic-computing

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Scaling Up Thermodynamic AI Models

arXiv cs.LG · 2026-07-02 Cached

This paper presents a scalable backpropagation-based algorithm for training deep convolutional networks to run on thermodynamic Ising hardware, achieving 94.9% on CIFAR-10 and 76.0% on CIFAR-100 while analyzing inference cost-accuracy tradeoffs.

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#thermodynamic-computing

Thermocompute constant time inference [P]

Reddit r/MachineLearning · 2026-05-24 Cached

Thermocompute is a PyTorch emulator for thermodynamic probabilistic computing that enables neural network layers to achieve constant modeled physical time inference by exploiting parallel thermodynamic substrate, with immediate GPU-usable stochastic layers.

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