Training Dynamics of In-Context Learning in Linear Attention

An Analytical Theory of Cognitive Control of Learning.

2025 Blavatnik Awards in Life Sciences

What does deep learning imply about cognition?

Principles of learning in distributed neural networks

Episode 52: Deep learning theory

Intriguing phenomena in training and generalization dynamics of deep networks

High-dimensional dynamics of generalization error in neural networks

A theory of deep learning dynamics

Learning dynamics in deep linear neural networks

Hallmarks of deep learning in the brain

Exact solutions to the nonlinear dynamics of deep learning