arxivcs.LGq-bio.NC2026-07-09
Contravariance Theory: Strong Alignment for Minimal Solutions to Hard Tasks
A series of results from the NeuroAI over the past fifteen years have raised core questions both about how to compare Deep Neural Network (DNN) models to the brain, and about how much convergent evolution to expect between artificial networks and real brain networks. Here, we sho…