Towards Reliable Test-Time Adaptation: Style Invariance as a Correctness Likelihood

Gilhyun Nam, Taewon Kim, Joonhyun Jeong +1

Test-time adaptation (TTA) enables efficient adaptation of deployed models, yet it often leads to poorly calibrated predictive uncertainty - a critical issue in high-stakes domains…