8 citations · 9 across the 3 of their papers we have counts for
3 papers
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…
cond-mat.dis-nn2017★ 1 cited
Applications of gradient descent method to magnetic Skyrmion problems
Jung Hoon Han, Manhyung Han
The conjugate gradient (CG) method, a standard and vital way of minimizing the energy of a variational state, is applied to solve several problems in Skyrmion physics. The single-S…