Exploring Mechanisms of Neural Robustness: Linking Geometry and Spectrum for Reliable Artificial Intelligence

Unsupervised local learning models with winner-take-all dynamics learn power law representations, which are indicative of a balanced trade-off between accuracy and robustness in neural representations.