Isometric Representations in Neural Networks Improve Robustness

Kosio Beshkov, Jonas Verhellen, Mikkel Elle Lepperød

Artificial and biological agents cannon learn given completely random and unstructured data. The structure of data is encoded in the metric relationships between data points. In th…