active learning

WISE-ATTA: When to Ask for Labels in Budgeted Active Test-Time Adaptationarxiv.org

WISE-ATTA addresses budgeted active test-time adaptation (ATTA), where labels are only available for a fraction of test batches. It proposes a budget-aware strategy to decide when to request supervision over time, prioritizing useful periods and using drift-based sample selection.