We propose a modular Buffer Layer for Test-Time Adaptation that overcomes the limitations of normalization-based methods, offering superior robustness and generalization under domain shift.

This paper aims to broaden the theoretical foundation of FTPL and emphasize the need for further investigation to better understand the behavior of FTPL in broader settings.