AINeutralarXiv – CS AI · 9h ago6/10
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The Score Hamiltonian: Mapping Diffusion Models to Adiabatic Transport
Researchers establish a mathematical correspondence between score-based diffusion models and quantum adiabatic transport, revealing that sampling performance is fundamentally limited by the ratio of score-matching error to spectral gap. This theoretical breakthrough provides new bounds for density reconstruction and principled methods for designing annealing schedules in generative AI systems.