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Implicit Diffusion: Efficient Optimization through Stochastic Sampling

Published in arXiv (Cornell University) • Feb 8, 2024
NobleIDNI5P96W32R90S37
Authors:
Pierre Marion
,
Anna Korba
,
Peter L. Bartlett

Abstract

We present a new algorithm to optimize distributions defined implicitly by parameterized stochastic diffusions. Doing so allows us to modify the outcome distribution of sampling processes by optimizing over their parameters. We introduce a general framework for first-order optimization of these proc...

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