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Transactions on Machine Learning Research · 期刊 · Machine Learning

2026-05-21 至 2026-05-21 共收录 1
2304.12906 2026-05-21 cs.LG stat.ML

The Score-Difference Flow for Implicit Generative Modeling

隐式生成建模的分数差流

Romann M. Weber

机构 * Disney Research(迪士尼研究)

AI总结 本文提出分数差流作为隐式生成建模的一种新方法,通过最优减少两个分布之间的KL散度,展示了其与去噪扩散模型的等价性,并揭示了生成对抗网络训练中隐含的数据优化子问题与分数差流之间的联系。

Comments 25 pages, 5 figures, 4 tables. Updated final version of a paper originally published in Transactions on Machine Learning Research (TMLR), including minor typographical corrections and post-publication commentary connecting the SD flow to drifting models

Journal ref Transactions on Machine Learning Research (7/2023)

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