Flexible task abstractions emerge in linear networks with fast and bounded units. - Kai Sandbrink; Jan P. Bauer; Alexandra M. Proca; Andrew M. Saxe; Christopher Summerfield; Ali Hummos (NeurIPS, 2024)

Synergistic information supports modality integration and flexible learning in neural networks solving multiple tasks. - Alexandra M. Proca; Fernando E. Rosas; Andrea I. Luppi; Daniel Bor; Matthew Crosby; Pedro A. M. Mediano (PLoS Comput. Biol., 2024)

From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks. - Clémentine Carla Juliette Dominé; Nicolas Anguita; Alexandra M. Proca; Lukas Braun; Daniel Kunin; Pedro A. M. Mediano; Andrew M. Saxe (ICLR, 2025)