Jiang-Xin Shi

X-Mahalanobis: Transformer Feature Mixing for Reliable OOD Detection

A straightforward feature mixing approach for pre-trained Transformers is presented, which combines multi-layer representations via calculated importance weights, and identifies OOD samples using Mahalanobis distance in the blended feature space.