Structured Contrastive Learning for Interpretable Latent Representations

Zhengyang Shen, Hua Tu, Mayue Shi

Neural networks exhibit severe brittleness to semantically irrelevant transformations. A mere 75ms electrocardiogram (ECG) phase shift degrades latent cosine similarity from 1.0 to…