Clémentine Dominé

I am a Ph.D. candidate at the Gatsby Computational Neuroscience Unit, supervised by Andrew Saxe and Caswell Barry, working at the intersection of theoretical neuroscience and theoretical machine learning. My research seeks to develop mathematical toolkits suitable for describing complex and flexible learning mechanisms in both artificial and biological agents.

*First Author

Published

• Kunin, D.*, Raventós, A.*, Dominé, C., Chen, F., Klindt, D., Saxe, A. & Ganguli, S., 2024. Get rich quick: Exact solutions reveal how unbalanced initializations promote rapid feature learning. Advances in Neural Information Processing Systems (Neurips),38, (Spotlight). [paper]
• Fumero, M., Rodolá, E., Dominé, C., Locatello, F., Dziugaite, K. and Mathilde, C., 2024, May. Preface of UniReps: the First Workshop on Unifying Representations in Neural Models. In Proceedings of UniReps: the First Workshop on Unifying Representations in Neural Models (pp. 1-10). PMLR. [paper]
• Dominé, C. *, Braun, L.*, Fitzgerald, J.E., and Saxe, A.M., 2023. Exact learning dynamics of deep linear networks with prior knowledge. Journal of Statistical Mechanics: Theory and Experiment, 2023(11), p.114004. [paper]
• Braun, L.*, Dominé, C.*, Fitzgerald, J., and Saxe, A., 2022. Exact learning dynamics of deep linear networks with prior knowledge. Advances in Neural Information Processing Systems, 35, pp.6615-6629. [paper]
• Pegoraro, M. *, Dominé, C.*, Rodolà, E., Veličković, P., and Deac, A., 2023. Geometric Epitope and Paratope Prediction. Bioinformatics, 40(7), p.btae405. [paper]

Pre-Print/Under-Review

• Dominé, C.*; Anguita,N*; Proca, AM.; Braun, L; Kunin;D Mediano, P.A.M. ; Saxe , A.M.; 2024. From Lazy to Rich: Exact Learning Dynamics in Deep Linear Networks. arXiv. [paper]
• Thompson, E., Rollik, L., Waked, B., Mills, G., Kaur, J., Geva, B., Carrasco-Davis, R., George, T., Domine, C., Dorrell, W. and Stephenson-Jones, M., 2024. Replay of procedural experience is independent of the hippocampus. bioRxiv, pp.2024-06. [paper]
• Dominé, C.*, Carrasco Davis, R.A. *, Hollingsworth, L., Sirmpilatze, N., Tyson, A.L., Jarvis, D., Barry, C., and Saxe, A.M., 2024. Neural Playground: A Standardised Environment for Evaluating Models of Hippocampus and Entorhinal Cortex. bioRxiv, pp.2024-03. [paper]