Ard A. Louis

Closed-form $\ell_r$ norm scaling with data for overparameterized linear regression and diagonal linear networks under $\ell_p$ bias

Decoupling Dynamical Richness from Representation Learning: Towards Practical Measurement

Characterising the Inductive Biases of Neural Networks on Boolean Data

A simple mean field model of feature learning

An exactly solvable model for emergence and scaling laws in the multitask sparse parity problem