FID improves with better samples only on concentrated reference datasets but can worsen on dispersed ones, as shown by density and effective rank in a controlled study across six datasets.
Tortoise and hare guidance: Accelerating diffusion model inference with multirate integration.arXiv preprint arXiv:2511.04117,
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Rethinking FID Through the Geometry of the Reference Dataset
FID improves with better samples only on concentrated reference datasets but can worsen on dispersed ones, as shown by density and effective rank in a controlled study across six datasets.