Mar 4, 2024 · This paper serves as the first effort to conduct a comprehensive review of OOD evaluation. We categorize existing research into three paradigms: ...
scholar.google.com › citations
Mar 4, 2024 · The goal is not only to determine whether a model possesses a good OOD generalization ability, but also to identify where it can perform well, ...
This paper serves as the first effort to conduct a comprehensive review of OOD evaluation and categorizes existing research into three paradigms: OOD ...
models applicable in high-stakes areas is evaluation, i.e. evaluating their generalization ability under possible OOD scenarios. In contrast to the rapid ...
The author explores the challenges of evaluating out-of-distribution generalization and proposes three paradigms for evaluation.
This survey will 1) compare the three lines of research under a unifying definition; 2) summarize their data-generating processes and evaluation protocols for ...
This paper represents the first comprehensive, systematic review of OOD generalization, encompassing a spectrum of aspects from problem definition, ...
This paper represents the first comprehensive, systematic review of OOD generalization, encompassing a spectrum of aspects from problem definition, ...
Oct 18, 2024 · This paper offers a thorough review of recent progress in causality‐involved GML generalization. We elucidate the fundamental concepts of ...
This paper represents the first comprehensive, systematic review of OOD generalization, encompassing a spectrum of aspects from problem definition, ...