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Stefano SARAO MANNELLI
Stefano SARAO MANNELLI
Gatsby & SWC | University College London
Zweryfikowany adres z ucl.ac.uk - Strona główna
Tytuł
Cytowane przez
Cytowane przez
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Marvels and pitfalls of the langevin algorithm in noisy high-dimensional inference
S Sarao Mannelli, G Biroli, C Cammarota, F Krzakala, P Urbani, ...
Physical Review X 10 (1), 011057, 2020
512020
Passed & Spurious: Descent Algorithms and Local Minima in Spiked Matrix-Tensor Models
S Sarao Mannelli, F Krzakala, P Urbani, L Zdeborova
International Conference on Machine Learning, 4333-4342, 2019
462019
Who is Afraid of Big Bad Minima? Analysis of gradient-flow in spiked matrix-tensor models
S Sarao Mannelli, G Biroli, C Cammarota, F Krzakala, L Zdeborová
Advances in Neural Information Processing Systems, 8676-8686, 2019
392019
Optimization and Generalization of Shallow Neural Networks with Quadratic Activation Functions
S Sarao Mannelli, E Vanden-Eijnden, L Zdeborová
Advances in Neural Information Processing Systems 33, 13445--13455, 2020
372020
Epidemic mitigation by statistical inference from contact tracing data
A Baker, I Biazzo, A Braunstein, G Catania, L Dall’Asta, A Ingrosso, ...
Proceedings of the National Academy of Sciences 118 (32), 2021
262021
Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval
S Sarao Mannelli, G Biroli, C Cammarota, F Krzakala, P Urbani, ...
Advances in Neural Information Processing Systems 33, 3265--3274, 2020
222020
Probing transfer learning with a model of synthetic correlated datasets
F Gerace, L Saglietti, S Sarao Mannelli, A Saxe, L Zdeborová
Machine Learning: Science and Technology 3 (1), 2022
162022
Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problems
S Sarao Mannelli, P Urbani
Advances in Neural Information Processing Systems, 2021, 2021
15*2021
An Analytical Theory of Curriculum Learning in Teacher-Student Networks
L Saglietti, S Sarao Mannelli, A Saxe
Advances in Neural Information Processing Systems 35 (2022), 21113-21127, 2021
122021
Thresholds of descending algorithms in inference problems
S Sarao Mannelli, L Zdeborova
Journal of Statistical Mechanics: Theory and Experiment 2020 (3), 034004, 2020
72020
Maslow's Hammer for Catastrophic Forgetting: Node Re-Use vs Node Activation
S Lee, S Sarao Mannelli, C Clopath, S Goldt, A Saxe
ICML 2022, 12455-12477, 2022
62022
The RL Perceptron: Dynamics of Policy Learning in High Dimensions
N Patel, S Lee, S Sarao Mannelli, S Goldt, AM Saxe
ICLR 2023 Workshop on Physics for Machine Learning, 2023
22023
Bias-inducing geometries: exactly solvable data model with fairness implications
S Sarao Mannelli, F Gerace, N Rostamzadeh, L Saglietti
1*2022
The RL Perceptron: Generalisation Dynamics of Policy Learning in High Dimensions
N Patel, S Lee, SS Mannelli, S Goldt, A Saxe
arXiv preprint arXiv:2306.10404, 2023
2023
Optimal transfer protocol by incremental layer defrosting
F Gerace, D Doimo, SS Mannelli, L Saglietti, A Laio
arXiv preprint arXiv:2303.01429, 2023
2023
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