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Stefano Sarao Mannelli

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The RL Perceptron: Generalisation Dynamics of Policy Learning in High Dimensions

Jun 27, 2023
Nishil Patel, Sebastian Lee, Stefano Sarao Mannelli, Sebastian Goldt, Adrew Saxe

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Optimal transfer protocol by incremental layer defrosting

Mar 02, 2023
Federica Gerace, Diego Doimo, Stefano Sarao Mannelli, Luca Saglietti, Alessandro Laio

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Inducing bias is simpler than you think

May 31, 2022
Stefano Sarao Mannelli, Federica Gerace, Negar Rostamzadeh, Luca Saglietti

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Maslow's Hammer for Catastrophic Forgetting: Node Re-Use vs Node Activation

May 18, 2022
Sebastian Lee, Stefano Sarao Mannelli, Claudia Clopath, Sebastian Goldt, Andrew Saxe

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An Analytical Theory of Curriculum Learning in Teacher-Student Networks

Jun 15, 2021
Luca Saglietti, Stefano Sarao Mannelli, Andrew Saxe

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Probing transfer learning with a model of synthetic correlated datasets

Jun 09, 2021
Federica Gerace, Luca Saglietti, Stefano Sarao Mannelli, Andrew Saxe, Lenka Zdeborová

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Just a Momentum: Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problems

Mar 11, 2021
Stefano Sarao Mannelli, Pierfrancesco Urbani

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Just a Momentum: Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problem

Feb 24, 2021
Stefano Sarao Mannelli, Pierfrancesco Urbani

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Just a Momentum: Analytical Study of Momentum-Based Acceleration Methods Methods in Paradigmatic High-Dimensional Non-Convex Problem

Feb 23, 2021
Stefano Sarao Mannelli, Pierfrancesco Urbani

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