MGPO: Manifold-Guided Diffusion Alignment for Task-Aware Dataset Distillation.

arXiv:2610.05252v1 Announce Type: cross Abstract: Diffusion-based dataset distillation (DD) suffers from a fundamental objective mismatch: likelihood-driven diffusion models prioritize density approximation over the discriminative decision boundaries required