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arXiv 2610.09221 · cs.LG · 2026-10-06

Consistent Distribution Matching for Data-Free Diffusion Distillation

Yuxiang Fu, Qi Yan, Zike Wu, Yongxing Zhang, Purang Abolmaesumi, Lele Wang, Renjie Liao

Vector Institute

In latest · #297 Added on 2026-10-22

One-line takeaway

A data-free, simulation-free diffusion distillation where one student both generates and estimates scores, reaching strong one-step FID.

提出无需数据和教师采样的扩散蒸馏方法,单个学生网络同时生成样本和估计分数,一步生成即达很低 FID。

22HF upvotes
9GitHub stars
0Citations (Semantic Scholar)
38.1Buzz score

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Metadata from the arXiv API (verified); upvotes from Hugging Face Daily Papers; citations from Semantic Scholar. Last refreshed 2026-10-22.

The takeaway is written by AIMap from the abstract; the abstract itself is not reproduced — read the original.

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