Entity · paper

A Blueprint for Equilibrium-Based Differentiable Continuous-Variable Thermodynamic Computing

paperactiveprovisionala-blueprint-for-equilibrium-based-differentiable-continuous-variable-thermodynamic-computing-31b9a836·1 events·first seen 45h ago

Aliases: A Blueprint for Equilibrium-Based Differentiable Continuous-Variable Thermodynamic Computing

Co-occurring entities

Langevin Dynamics

More like this (12)

Gradient Equilibrium Intervention-Aware Variational Quantum Differentiable Predictive Control Game-Theoretic Equilibria Computational Fluid Dynamics OR Else: A Differentiable Trust Region for Policy Optimization Differentiable Logic Gate Networks differentiable convex optimization Blackwell Approachability and Gradient Equilibrium are Equivalent temperature scaling A Continual Validation, Updating, and Decision-Making Framework for Self-Adaptive Digital Twins via Robust Model Predictive Control Stable Diffusion Turbo A Physics-Informed Fourier-Wavelet Transformer for Multiscale Computational Fluid Dynamics Surrogate Modeling

Recent events (1)

4arXiv · cs.LG·45h ago·source ↗

Blueprint for thermodynamic computing stack using stochastic analog superconducting circuits for energy-efficient ML

Researchers propose a blueprint for a thermodynamic computing stack that uses Langevin dynamics with tunable energy potentials implemented in stochastic analog hardware to run probabilistic machine learning workloads. The framework maps popular ML model classes onto hardware-native energy-based models via probabilistic graphical models, with runtime and energy analysis via theory and simulation. A preliminary experimental realization using superconducting circuits driven by thermal noise is presented. The work targets the energy and latency bottlenecks of conventional ML hardware.

Training Infrastructure Inference Economics Langevin Dynamics A Blueprint for Equilibrium-Based Differentiable Continuous-Variable Thermodynamic Computing