Should This Case Be Adapted? Prediction Fragmentation Controls Test-Time Adaptation

Lili Wang, Jing Li, Xiaowen Sun +5

Episodic test-time adaptation resets a frozen segmenter to source weights $M_0$ on each case and adapts for a fixed step count. A fixed horizon conflates a cohort-level question, h…