Florent Krzakala

ScholarGPS® ID: 82093933667056

Affiliation

École polytechnique fédérale de Lausanne, Écublens, Switzerland

Affiliation History

Field

Physical Sciences and Mathematics

Discipline

Physics

Top Specialties

Metrics Summary

Publication Count

140

Predicted Citations

7,017

Predicted h-index

Ranking

Publications and Citation History

Publications based on Top Specialties

Types of Publication

Publications
Books
Patents
NIH/NSF

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Sampling with flows, diffusion, and autoregressive neural networks from a spin-glass perspective (journal article) Ghio, Davide \| Dandi, Yatin \| Krzakala, Florent \| Zdeborová, Lenka Proceedings of the National Academy of Sciences, volume 121, issue 27 (2024). 10.1073/pnas.2311810121 Cited by (1) \| Cite \| Source
Rigorous Dynamical Mean-Field Theory for Stochastic Gradient Descent Methods (journal article) Gerbelot, Cédric \| Troiani, Emanuele \| Mignacco, Francesca \| Krzakala, Florent \| Zdeborová, Lenka SIAM Journal on Mathematics of Data Science, volume 6, issue 2, pages 400-427 (2024). 10.1137/23M1594388 Cite \| Source
On the atypical solutions of the symmetric binary perceptron (journal article) Barbier, Damien \| El Alaoui, Ahmed \| Krzakala, Florent \| Zdeborová, Lenka Journal of Physics A: Mathematical and Theoretical, volume 57, issue 19, pages 195202- (2024). 10.1088/1751-8121/ad3a4a Cite \| Source
Gaussian universality of perceptrons with random labels (journal article) Gerace, Federica \| Krzakala, Florent \| Loureiro, Bruno \| Stephan, Ludovic \| Zdeborová, Lenka Physical Review E, volume 109, issue 3 (2024). 10.1103/PhysRevE.109.034305 Cited by (1) \| Cite \| Source
Statistical mechanics of the maximum-average submatrix problem (journal article) Erba, Vittorio \| Krzakala, Florent \| Pérez Ortiz, Rodrigo \| Zdeborová, Lenka Journal of Statistical Mechanics: Theory and Experiment, volume 2024, issue 1, pages 013403- (2024). 10.1088/1742-5468/ad1391 Cite \| Source
Bayesian Inference With Nonlinear Generative Models: Comments on Secure Learning (journal article) Bereyhi, Ali \| Loureiro, Bruno \| Krzakala, Florent \| Müller, Ralf R. \| Schulz-Baldes, Hermann IEEE Transactions on Information Theory, volume 69, issue 12, pages 7998-8028 (2023). 10.1109/TIT.2023.3325187 Cite \| Source
Phase diagram of stochastic gradient descent in high-dimensional two-layer neural networks* (journal article) Veiga, Rodrigo \| Stephan, Ludovic \| Loureiro, Bruno \| Krzakala, Florent \| Zdeborová, Lenka Journal of Statistical Mechanics: Theory and Experiment, volume 2023, issue 11, pages 114008- (2023). 10.1088/1742-5468/ad01b1 Cited by (2) \| Cite \| Source
Multi-layer state evolution under random convolutional design* (journal article) Daniels, Max \| Gerbelot, Cédric \| Krzakala, Florent \| Zdeborová, Lenka Journal of Statistical Mechanics: Theory and Experiment, volume 2023, issue 11, pages 114002- (2023). 10.1088/1742-5468/ad0220 Cite \| Source
Fluctuations, bias, variance and ensemble of learners: exact asymptotics for convex losses in high-dimension* (journal article) Loureiro, Bruno \| Gerbelot, Cédric \| Refinetti, Maria \| Sicuro, Gabriele \| Krzakala, Florent Journal of Statistical Mechanics: Theory and Experiment, volume 2023, issue 11, pages 114001- (2023). 10.1088/1742-5468/ad0221 Cited by (1) \| Cite \| Source
Message Passing and Its Applications (book chapter) In Spin Glass Theory and Far Beyond Krzakala, Florent \| Opper, Manfred \| Saad, David WORLD SCIENTIFIC (2023) 10.1142/9789811273926_0020 Cite \| Source
Artificial Neural Network Training on an Optical Processor via Direct Feedback Alignment (conference) Müller, Kilian \| Launay, Julien \| Poli, Iacopo \| Filipovich, Matthew \| Capelli, Alessandro \| Hesslow, Daniel \| Carron, Igor \| Daudet, Laurent \| Krzakala, Florent \| Gigan, Sylvain 2023 Conference on Lasers and Electro-Optics Europe & European Quantum Electronics Conference (CLEO/Europe-EQEC) (2023) Munich, Germany 10.1109/CLEO/Europe-EQEC57999.2023.10231380 Cite \| Source
Compressed sensing with ℓ0 -norm: statistical physics analysis & algorithms for signal recovery (conference) Barbier, D. \| Lucibello, C. \| Saglietti, L. \| Krzakala, F. \| Zdeborová, L. 2023 IEEE Information Theory Workshop (ITW) (2023) Saint-Malo, France 10.1109/ITW55543.2023.10161684 Cite \| Source
Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (Or: How to Prove Kabashima’s Replica Formula) (journal article) Gerbelot, Cedric \| Abbara, Alia \| Krzakala, Florent IEEE Transactions on Information Theory, volume 69, issue 3, pages 1824-1852 (2023). 10.1109/TIT.2022.3222913 Cited by (9) \| Cite \| Source
Bayesian reconstruction of memories stored in neural networks from their connectivity (journal article) Goldt, Sebastian \| Krzakala, Florent \| Zdeborová, Lenka \| Brunel, Nicolas PLOS Computational Biology, volume 19, issue 1, pages e1010813- (2023). 10.1371/journal.pcbi.1010813 Cited by (1) \| Cite \| Source
Learning curves of generic features maps for realistic datasets with a teacher-student model* (journal article) Loureiro, Bruno \| Gerbelot, Cédric \| Cui, Hugo \| Goldt, Sebastian \| Krzakala, Florent \| Mézard, Marc \| Zdeborová, Lenka Journal of Statistical Mechanics: Theory and Experiment, volume 2022, issue 11, pages 114001- (2022). 10.1088/1742-5468/ac9825 Cited by (10) \| Cite \| Source
Generalization error rates in kernel regression: the crossover from the noiseless to noisy regime* (journal article) Cui, Hugo \| Loureiro, Bruno \| Krzakala, Florent \| Zdeborová, Lenka Journal of Statistical Mechanics: Theory and Experiment, volume 2022, issue 11, pages 114004- (2022). 10.1088/1742-5468/ac9829 Cited by (1) \| Cite \| Source
Perturbative construction of mean-field equations in extensive-rank matrix factorization and denoising (journal article) Maillard, Antoine \| Krzakala, Florent \| Mézard, Marc \| Zdeborová, Lenka Journal of Statistical Mechanics: Theory and Experiment, volume 2022, issue 8, pages 083301- (2022). 10.1088/1742-5468/ac7e4c Cited by (8) \| Cite \| Source
Secure Coding via Gaussian Random Fields (conference) Bereyhi, Ali \| Loureiro, Bruno \| Krzakala, Florent \| Muller, Ralf R. \| Schulz-Baldes, Hermann 2022 IEEE International Symposium on Information Theory (ISIT) (2022) Espoo, Finland 10.1109/ISIT50566.2022.9834788 Cited by (1) \| Cite \| Source
Adversarial Robustness by Design Through Analog Computing And Synthetic Gradients (conference) Cappelli, Alessandro \| Ohana, Ruben \| Launay, Julien \| Meunier, Laurent \| Poli, Iacopo \| Krzakala, Florent ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2022) Singapore, Singapore 10.1109/ICASSP43922.2022.9746671 Cited by (2) \| Cite \| Source
Generalisation error in learning with random features and the hidden manifold model* (journal article) Gerace, Federica \| Loureiro, Bruno \| Krzakala, Florent \| Mézard, Marc \| Zdeborová, Lenka Journal of Statistical Mechanics: Theory and Experiment, volume 2021, issue 12, pages 124013- (2021). 10.1088/1742-5468/ac3ae6 Cited by (18) \| Cite \| Source