A deep learning account of stage-like transitions in long-term learning
Cosyne 2026

The Neural Race Reduction: Dynamics of feature learning in deep architectures
Thinking About Thinking 2026

An Analytical Theory of Cognitive Control of Learning.
Cosyne 2025

2025 Blavatnik Awards in Life Sciences
Blavatnik Awards in Life Sciences 2025

What does deep learning imply about cognition?
CCN 2024

Principles of learning in distributed neural networks
Simons Institute 2024

2023 Blavatnik Awards in the UK Finalist in Life Sciences
Blavatnik Awards in Life Sciences 2023

The Neural Race Reduction: Dynamics of Abstraction in Gated Networks
Andrew Saxe 2022

Strategically managing learning during perceptual decision making
Cosyne 2022 Learning Workshop 2022

Episode 120: Optimizing Memories
Brain Inspired Podcast 2021

Three-Day Symposium on Deep Learning & Neural Networks: Andrew M. Saxe
CMPlab 2021

Intro to Deep Learning Theory
Andrew Saxe 2021

Episode 52: Deep learning theory
Brain Inspired Podcast 2019

Training and generalization dynamics in simple deep networks
ICTP Quantitative Life Sciences 2019

Intriguing phenomena in training and generalization dynamics of deep networks
ICML Workshop on Deep Learning Phenomena 2019

High-dimensional dynamics of generalization error in neural networks
Deep Learning Indaba𝕏 2019

A theory of deep learning dynamics
DeepMath 2018

Learning dynamics in deep linear neural networks
Temporal Dynamics of Learning Seminar, UCSD 2017

Hallmarks of deep learning in the brain
Minds, Brains and Machines Symposium 2016

Exact solutions to the nonlinear dynamics of deep learning
ICLR 2014