2 papers
cs.LG2026
Optimal Representation Size: High-Dimensional Analysis of Pretraining and Linear Probing
Valentina Njaradi, Clémentine Dominé, Rachel Swanson +2
Learning to generalise from limited data is a fundamental challenge for both artificial and biological systems. A common strategy is to extract reusable structure from abundant unl…
cs.LG2026
Optimal Learning Rate Schedule for Balancing Effort and Performance
Valentina Njaradi, Rodrigo Carrasco-Davis, Peter E. Latham +1
Learning how to learn efficiently is a fundamental challenge for biological agents and a growing concern for artificial ones. To learn effectively, an agent must regulate its learn…