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cs.LG2024
DDIM Redux: Mathematical Foundation and Some Extension
Manhyung Han
This note provides a critical review of the mathematical concepts underlying the generalized diffusion denoising implicit model (gDDIM) and the exponential integrator (EI) scheme.…
cs.LG2021★ 8 cited
Fluctuation-dissipation Type Theorem in Stochastic Linear Learning
Manhyung Han, Jeonghyeok Park, Taewoong Lee +1
The fluctuation-dissipation theorem (FDT) is a simple yet powerful consequence of the first-order differential equation governing the dynamics of systems subject simultaneously to…