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Label-Efficient Dataset Pruning via Semi-Supervised Pseudo-Labeling

arXiv cs.LG · 2026-05-25 Cached

SemiPrune is a label-efficient dataset pruning framework that uses semi-supervised learning to generate pseudo-labels from a small labeled subset, enabling existing supervised pruning methods to work with unlabeled data. It achieves state-of-the-art performance on domain-specific, image-corrupted, and long-tailed datasets.

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