Neural population geometry and optimal coding of tasks with shared latent structure

Nature Neuroscience, Published online: 04 February 2026; doi:10.1038/s41593-025-02183-y

The authors analytically determine how neuronal correlations and geometry collectively determine readout generalization across tasks and show how these geometric features follow distinct trajectories over the course of learning.