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Author

Sanjay Chawla

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Book Open access Aug 2026

When Models Leave the Training Distribution: A Tutorial on OOD Detection

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. · 0 citations
Book Open access Aug 2026

When Models Leave the Training Distribution: A Tutorial on OOD Detection

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. · 0 citations

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