ZhangZelong

Stabilizing Sample Similarity in Representation via Mitigating Random Consistency

Deep learning excels at capturing complex data representations, yet quantifying the discriminative quality of these representations remains challenging. While unsupervised metrics often assess pairwise sample similarity, classification tasks fundamentally require class-level discrimination. To bridg…