Geometric Consistency Based Label-Free Validation for Checkpoint Selection in Audio Active Learning.

arXiv:2610.35329v1 Announce Type: cross Abstract: Audio active learning (AL) trains a classifier at low annotation cost by labeling only an informative fraction of an unlabeled collection over successive rounds. Each round picks one of the checkpoints saved du