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May, 2024
通过明确的前向-后向桥接对扩散模型进行条件化
Conditioning diffusion models by explicit forward-backward bridging
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Adrien Corenflos, Zheng Zhao, Simo Särkkä, Jens Sjölund, Thomas B. Schön
TL;DR
将条件模拟表达为关于偏微分方程桥的推断问题,提出了高效、有原则的粒子Gibbs和伪边缘抽样器方法用于目标条件分布。
Abstract
Given an unconditional
diffusion model
$\pi(x, y)$, using it to perform
conditional simulation
$\pi(x \mid y)$ is still largely an open question and is typically achieved by learning
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