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cs.LG2025
Thermodynamic Performance Limits for Score-Based Diffusion Models
Nathan X. Kodama, Michael Hinczewski
We establish a fundamental connection between score-based diffusion models and non-equilibrium thermodynamics by deriving performance limits based on entropy rates. Our main theore…
cs.LG2025
Latent Graph Learning in Generative Models of Neural Signals
Nathan X. Kodama, Kenneth A. Loparo
Inferring temporal interaction graphs and higher-order structure from neural signals is a key problem in building generative models for systems neuroscience. Foundation models for…