Test-Time Adaptation Induces Stronger Accuracy and Agreement-on-the-Line

Recently, Miller et al. (2021) and Baek et al. (2022) empirically demonstrated strong linear correlations between in-distribution (ID) versus out-of-distribution (OOD) accuracy and agreement. These trends, coined accuracy-on-the-line (ACL) and agreement-on-the-line (AGL), enable OOD model selection...

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Hauptverfasser:	Kim, Eungyeup, Sun, Mingjie, Baek, Christina, Raghunathan, Aditi, Kolter, J. Zico
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Artificial Intelligence Computer Science - Learning
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