Ramesh Rana

Kathmandu University

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Publication activitypapers/week, last 8 weeks

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Constitutional AI & AI Ethics (1)Interpretability & Mechanistic Interp (1)

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Anju Chhetri (1)Pratik Shrestha (1)Prashnna Gyawali (1)

Papers (1)

Jun 15, 2026

Informatics Institute for researchJun 15, 2026·also Kathmandu University, UCL, West Virginia University

When Confidence Lacks Concepts: Interpretable OOD Detection via Representation Perturbations

Class-conditioned perturbations reveal that in-distribution samples remain stable while OOD samples diverge, offering a new lens on model uncertainty.

Anju Chhetri, Pratik Shrestha, Ramesh Rana +1

Constitutional AI & AI Ethics Interpretability & Mechanistic Interp

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Ramesh Rana

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)