Stefano Sarao Mannelli

Assistant Professor at Data Science and AI
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Showing 7 publications

2025

A theory of initialisation's impact on specialisation*

Devon Jarvis, Sebastian Lee, Clementine Carla Juliette Domine et al
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT. Vol. 2025 (11)
Journal article
2025

A THEORY OF INITIALISATION'S IMPACT ON SPECIALISATION

Devon Jarvis, Sebastian Lee, Clémentine Carla Juliette Dominé et al
13th International Conference on Learning Representations Iclr 2025, p. 75098-75126
Paper in proceeding
2025

Optimal Protocols for Continual Learning via Statistical Physics and Control Theory

Francesco Mori, Stefano Sarao Mannelli, Francesca Mignacco
13th International Conference on Learning Representations Iclr 2025, p. 74265-74287
Paper in proceeding
2025

Bias-inducing geometries: An exactly solvable data model with fairness implications

Stefano Sarao Mannelli, Federica Gerace, Negar Rostamzadeh et al
Physical Review E. Vol. 112 (2-2), p. 025304-
Journal article
2025

Optimal protocols for continual learning via statistical physics and control theory

Francesco Mori, Stefano Sarao Mannelli, Francesca Mignacco
Journal of Statistical Mechanics: Theory and Experiment. Vol. 2025 (8)
Journal article
2025

RL Perceptron: Generalization Dynamics of Policy Learning in High Dimensions

Nishil Patel, Sebastian Lee, Stefano Sarao Mannelli et al
Physical Review X. Vol. 15 (2)
Journal article
2025

Curriculum learning in humans and neural networks

Younes Strittmatter, Stefano Sarao Mannelli, Miguel Ruiz-Garcia et al
Proceedings of the Annual Meeting of the Cognitive Science Society. Vol. 47
Paper in proceeding

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