InfoBound : A Provable Information-Bounds Inspired Framework for Both OoD Generalization and OoD Detection
In real-world scenarios, distribution shifts give rise to the importance of two problems: out-of-distribution (OoD) generalization, which focuses on models' generalization ability against covariate shifts (i.e., the changes of environments), and OoD detection, which aims to be aware of semantic...
Ausführliche Beschreibung
Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 11 vom: 01. Okt., Seite 10227-10242
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| 1. Verfasser: |
Zhu, Lin
(VerfasserIn) |
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| Weitere Verfasser: |
Yang, Yifeng,
Nie, Zichao,
Gao, Yuan,
Li, Jiarui,
Gu, Qinying,
Wang, Xinbing,
Zhou, Chenghu,
Ye, Nanyang |
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| Format: | Online-Aufsatz
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| Sprache: | English |
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| Veröffentlicht: |
2025
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| Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
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| Schlagworte: | Journal Article |
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