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Domains : stat.ml
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Mean-field methods and algorithmic perspectives for high-dimensional machine learning

Benjamin Aubin
Disordered Systems and Neural Networks [cond-mat.dis-nn]. Université Paris-Saclay, 2020. English. ⟨NNT : 2020UPASP083⟩
Theses tel-03125117v1
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Statistical physics insights on the dynamics and generalisation of artificial neural networks

Francesca Mignacco
Disordered Systems and Neural Networks [cond-mat.dis-nn]. Université Paris-Saclay, 2022. English. ⟨NNT : 2022UPASP074⟩
Theses tel-03848811v1
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Multi-Layer Generalized Linear Estimation

Andre Manoel , Florent Krzakala , Marc Mézard , Lenka Zdeborová
2017
Preprints, Working Papers, ... cea-01447203v1

The spiked matrix model with generative priors

Benjamin Aubin , Bruno Loureiro , Antoine Maillard , Florent Krzakala , Lenka Zdeborová
2020
Preprints, Working Papers, ... hal-02983943v1
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Streaming Bayesian inference: theoretical limits and mini-batch approximate message-passing

Andre Manoel , Florent Krzakala , Eric W. Tramel , Lenka Zdeborová
2017
Preprints, Working Papers, ... cea-01553517v1
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Machine learning: New tool in the box

Lenka Zdeborová
Nature Physics, 2017, 13 (5), pp.420-421. ⟨10.1038/nphys4053⟩
Journal articles cea-01887451v1

Comparing dynamics: deep neural networks versus glassy systems

Marco Baity-Jesi , Levent Sagun , Mario Geiger , Stefano Spigler , Gérard Ben Arous , et al.
Journal of Statistical Mechanics: Theory and Experiment, 2019, 2019 (12), pp.124013. ⟨10.1088/1742-5468/ab3281⟩
Journal articles hal-02569114v1
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Phase transitions and optimal algorithms in high-dimensional Gaussian mixture clustering

Thibault Lesieur , Caterina de Bacco , Jess Banks , Florent Krzakala , Cris Moore , et al.
2016
Preprints, Working Papers, ... cea-01448112v1

Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning

Alia Abbara , Benjamin Aubin , Florent Krzakala , Lenka Zdeborová
2020
Preprints, Working Papers, ... hal-02983934v1
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Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval

Sarao Mannelli Stefano , Giulio Biroli , Chiara Cammarota , Florent Krzakala , Pierfrancesco Urbani , et al.
2020 Conference on Neural Information Processing Systems - NeurIPS 2020, Dec 2020, Vancouver, Canada
Conference papers hal-02983829v1

Rademacher complexity and spin glasses: A link between the replica and statistical theories of learning

Alia Abbara , Benjamin Aubin , Florent Krzakala , Lenka Zdeborová
2020
Preprints, Working Papers, ... hal-02983936v1
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Quantum Quasi-Monte Carlo Technique for Many-Body Perturbative Expansions

Marjan Maček , Philipp Dumitrescu , Corentin Bertrand , Bill Triggs , Olivier Parcollet , et al.
Physical Review Letters, 2020, 125 (4), pp.047702. ⟨10.1103/PhysRevLett.125.047702⟩
Journal articles hal-03044608v1

TRAMP: Compositional Inference with TRee Approximate Message Passing

Antoine Baker , Benjamin Aubin , Florent Krzakala , Lenka Zdeborová
2020
Preprints, Working Papers, ... hal-02983948v1
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Matricial and tensorial factorisation using tools coming from statistical physics

Thibault Lesieur
Statistical Mechanics [cond-mat.stat-mech]. Université Paris Saclay (COmUE), 2017. English. ⟨NNT : 2017SACLS345⟩
Theses tel-01628206v1