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OOD detection

A collection of 2 posts
AI That Knows What It Doesn't Know: Why Feature Collapse Harms OOD Detection and Multi-Scale Mahalanobis Excels
OOD detection

AI That Knows What It Doesn't Know: Why Feature Collapse Harms OOD Detection and Multi-Scale Mahalanobis Excels

Explore why compact feature clusters can hurt AI's ability to detect out-of-distribution data, and how Geometry-Optimised Epistemic Networks (GOEN) achieve superior OOD detection using multi-scale Mahalanobis distance.
22 May 2026 6 min read
Dynamic Prototypes for Secure AI: How Bio-Inspired Birth and Death Enhance OOD Detection
OOD detection

Dynamic Prototypes for Secure AI: How Bio-Inspired Birth and Death Enhance OOD Detection

Discover PID, a novel AI method mimicking cell birth and death to dynamically adjust prototypes for superior Out-of-Distribution (OOD) detection. Enhance your AI's security and reliability.
18 Mar 2026 6 min read
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