Refreshing Less, Selecting Better: Reusing Stale Gradient Features for Efficient Influence-Based Data Selection.

arXiv:2609.32888v1 Announce Type: cross Abstract: Gradient-based data selection methods such as LESS score each candidate by the alignment between its gradient and a target validation gradient, and recomputing per-example gradient features at every new checkpo