← Search

Danica J. Sutherland*

2 accepted papers

2024

Exploring Active Learning in Meta-Learning: Enhancing Context Set Labeling

ECCV 2024poster

"Most meta-learning methods assume that the (very small) context set used to establish a new task at test time is passively provided. In some settings, however, it is feasible to actively select which points to label; the potential gain from a careful choice is substantial, but the setting requires…

2024

Generalized Coverage for More Robust Low-Budget Active Learning

ECCV 2024poster

"The ProbCover method of Yehuda et al. is a well-motivated algorithm for active learning in low-budget regimes, which attempts to “cover” the data distribution with balls of a given radius at selected data points. We demonstrate, however, that the performance of this algorithm is extremely sensitive…

Cited by 2SourcePDFScholar