This tutorial covers recent developments in OOD detection from both theoretical and practical perspectives, including four major categories: (1) post-hoc methods, (2) training-based methods with auxiliary outliers, (3) training methods without auxiliary outliers, and (4) foundation model-based approaches, along with re...
Suranga Seneviratne, Dishanika Denipitiyage, Sanjay Chawla et al.· Proceedings of the 32nd ACM...· 0 citations
This tutorial covers recent developments in OOD detection from both theoretical and practical perspectives, including four major categories: (1) post-hoc methods, (2) training-based methods with auxiliary outliers, (3) training methods without auxiliary outliers, and (4) foundation model-based approaches, along with re...
Suranga Seneviratne, Dishanika Denipitiyage, Sanjay Chawla et al.· Proceedings of the 32nd ACM...· 0 citations
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