WISE-ATTA for Budgeted Active Test-Time Adaptation
September 28, 2026
WISE-ATTA is a budget-aware approach for active test-time adaptation that decides when to request labels based on online signals. It optimizes adaptation by prioritizing periods of high uncertainty or distribution shift within a constrained label budget.
HOW THIS AFFECTS YOU
●
builderYou can maintain model robustness in production while strictly controlling the cost of human-in-the-loop supervision.
●
researcherThis shifts the ATTA problem from intra-batch labeling to temporal budget management.