Следене
Maria Refinetti
Заглавие
Позовавания
Позовавания
Година
Double trouble in double descent: Bias and variance (s) in the lazy regime
S d’Ascoli, M Refinetti, G Biroli, F Krzakala
International Conference on Machine Learning, 2280-2290, 2020
1642020
Classifying high-dimensional gaussian mixtures: Where kernel methods fail and neural networks succeed
M Refinetti, S Goldt, F Krzakala, L Zdeborová
International Conference on Machine Learning, 8936-8947, 2021
812021
Align, then memorise: the dynamics of learning with feedback alignment
M Refinetti, S d’Ascoli, R Ohana, S Goldt
International Conference on Machine Learning, 8925-8935, 2021
462021
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), e2106548118, 2021
322021
Fluctuations, bias, variance & ensemble of learners: Exact asymptotics for convex losses in high-dimension
B Loureiro, C Gerbelot, M Refinetti, G Sicuro, F Krzakala
International Conference on Machine Learning, 14283-14314, 2022
272022
Neural networks trained with SGD learn distributions of increasing complexity
M Refinetti, A Ingrosso, S Goldt
International Conference on Machine Learning, 28843-28863, 2023
262023
Bootstrapping traceless symmetric scalars
M Reehorst, M Refinetti, A Vichi
SciPost Physics 14 (4), 068, 2023
152023
Forward learning with top-down feedback: Empirical and analytical characterization
RF Srinivasan, F Mignacco, M Sorbaro, M Refinetti, A Cooper, G Kreiman, ...
arXiv preprint arXiv:2302.05440, 2023
122023
The dynamics of representation learning in shallow, non-linear autoencoders
M Refinetti, S Goldt
International Conference on Machine Learning, 18499-18519, 2022
122022
Optimal learning rate schedules in high-dimensional non-convex optimization problems
S d'Ascoli, M Refinetti, G Biroli
arXiv preprint arXiv:2202.04509, 2022
42022
Fluctuations, bias, variance and ensemble of learners: exact asymptotics for convex losses in high-dimension
B Loureiro, C Gerbelot, M Refinetti, G Sicuro, F Krzakala
Journal of Statistical Mechanics: Theory and Experiment 2023 (11), 114001, 2023
12023
The dynamics of representation learning in shallow, non-linear autoencoders
M Refinetti, S Goldt
Journal of Statistical Mechanics: Theory and Experiment 2023 (11), 114010, 2023
2023
The Role of Architecture, Data Structure and Algorithm in Machine Learning: a Statistical Physics Approach
M Refinetti
Sorbonne Université, 2022
2022
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Статии 1–13