Exact learning dynamics of deep linear networks with prior knowledge. - Lukas Braun; Clémentine C. J. Dominé; James Fitzgerald; Andrew M. Saxe (NeurIPS, 2022)

Preface of UniReps: the First Workshop on Unifying Representations in Neural Models. - Marco Fumero; Emanuele Rodolà; Clémentine C. J. Dominé; Francesco Locatello; Karolina Dziugaite; Mathilde Caron (UniReps, 2023)

Geometric Epitope and Paratope Prediction. - Marco Pegoraro 002; Clémentine C. J. Dominé; Emanuele Rodolà; Petar Velickovic; Andreea Deac (CoRR, 2023)

Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning. - Daniel Kunin; Allan Raventós; Clémentine C. J. Dominé; Feng Chen 046; David A. Klindt; Andrew M. Saxe; Surya Ganguli (NeurIPS, 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)

A Theory of Initialisation's Impact on Specialisation. - Devon Jarvis; Sebastian Lee; Clémentine Carla Juliette Dominé; Andrew M. Saxe; Stefano Sarao Mannelli (ICLR, 2025)