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A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning

Konstantin Mishchenko , Franck Iutzeler , Jérôme Malick , Massih-Reza Amini
International Conference on Machine Learning, Jul 2018, Stockholm, Sweden. pp.3587-3595
Communication dans un congrès hal-01996562v1
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Multi-agent online optimization with delays: Asynchronicity, adaptivity, and optimism

Yu-Guan Hsieh , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
Journal of Machine Learning Research, 2022, 23 (78), pp.1--49
Article dans une revue hal-03410422v1
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Distributed Learning with Sparse Communications by Identification

Dmitry Grishchenko , Franck Iutzeler , Jérôme Malick , Massih-Reza Amini
SIAM Journal on Mathematics of Data Science, 2021, 3 (2), pp.715-735. ⟨10.1137/20M1347772⟩
Article dans une revue hal-01950120v2

Asynchronous Distributed Matrix Factorization with Similar User and Item Based Regularization

Bikash Joshi , Franck Iutzeler , Massih-Reza Amini
10th ACM Conference on Recommender Systems (RecSys '16), Sep 2016, Boston, United States
Communication dans un congrès hal-01406565v1
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On the Convergence of Single-Call Stochastic Extra-Gradient Methods

Yu-Guan Hsieh , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
Advances in Neural Information Processing Systems, Dec 2019, Vancouver, Canada
Communication dans un congrès hal-02403555v1
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A Coordinate Descent Primal-Dual Algorithm and Application to Distributed Asynchronous Optimization

Pascal Bianchi , Walid Hachem , Franck Iutzeler
IEEE Transactions on Automatic Control, 2016, 61 (10), pp.2947-2957. ⟨10.1109/TAC.2015.2512043⟩
Article dans une revue hal-01237226v1
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Optimization in open networks via dual averaging

Yu-Guan Hsieh , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
CDC 2021 - 60th IEEE Annual Conference on Decision and Control, Dec 2021, Austin, United States. pp.1-7, ⟨10.1109/CDC45484.2021.9683558⟩
Communication dans un congrès hal-03342395v1
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Proximal Gradient methods with Adaptive Subspace Sampling

Dmitry Grishchenko , Franck Iutzeler , Jérôme Malick
Mathematics of Operations Research, 2021, 46 (4), pp.1235-1657, C2. ⟨10.1287/moor.2020.1092⟩
Article dans une revue hal-02555292v2
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Classifying and explaining defects with small data for the semiconductor industry

Jean-François Boulanger , Franck Corset , Franck Iutzeler , Jérôme Lelong
MathematicS In Action, 2022, 11 (1), pp.109-114. ⟨10.5802/msia.20⟩
Article dans une revue hal-03544717v1

Unsupervised density based machine learning for abnormal leveling signatures detection

Franck Iutzeler , Mathias Chastan , Auguste Lam
SPIE Advanced Lithography, Feb 2021, Online Only, United States. pp.51, ⟨10.1117/12.2581468⟩
Communication dans un congrès hal-03431516v1

Distributed Computation of Quantiles via ADMM

Franck Iutzeler
IEEE Signal Processing Letters, 2017, 24 (5), pp.619 - 623. ⟨10.1109/LSP.2017.2672684⟩
Article dans une revue hal-01685714v1
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Randomized Progressive Hedging methods for Multi-stage Stochastic Programming

Gilles Bareilles , Yassine Laguel , Dmitry Grishchenko , Franck Iutzeler , Jérôme Malick
Annals of Operations Research, 2020, 295, pp.535-560. ⟨10.1007/s10479-020-03811-5⟩
Article dans une revue hal-02946615v1
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A Distributed Flexible Delay-tolerant Proximal Gradient Algorithm

Konstantin Mishchenko , Franck Iutzeler , Jérôme Malick
SIAM Journal on Optimization, 2020, 30 (1), pp.933-959. ⟨10.1137/18M1194699⟩
Article dans une revue hal-01821683v2

On the interplay between acceleration and identification for the proximal gradient algorithm

Gilles Bareilles , Franck Iutzeler
Computational Optimization and Applications, 2020, 77, pp.351-378. ⟨10.1007/s10589-020-00218-7⟩
Article dans une revue hal-02926364v1

A generic online acceleration scheme for optimization algorithms via relaxation and inertia

Franck Iutzeler , Julien M. Hendrickx
Optimization Methods and Software, 2019, 34 (2), pp.383-405. ⟨10.1080/10556788.2017.1396601⟩
Article dans une revue hal-01685717v1
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Explore Aggressively, Update Conservatively: Stochastic Extragradient Methods with Variable Stepsize Scaling

Yu-Guan Hsieh , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
NeurIPS '20 - 34th International Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtual, Canada. pp.16223--16234
Communication dans un congrès hal-03002844v1
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Asynchronous level bundle methods

Franck Iutzeler , Jérôme Malick , Welington de Oliveira
Mathematical Programming, 2020, 184, pp.319-348. ⟨10.1007/s10107-019-01414-y⟩
Article dans une revue hal-02182996v1
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The rate of convergence of Bregman proximal methods: Local geometry vs. regularity vs. sharpness

Waïss Azizian , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
2023
Pré-publication, Document de travail hal-04307796v1

Aggressive Sampling for Multi-class to Binary Reduction with Applications to Text Classification

Bikash Joshi , Massih-Reza Amini , Ioannis Partalas , Franck Iutzeler , Yury Maximov
2017 Conference on Neural Information Processing Systems, Dec 2017, Long Beach, United States. pp.4162-4171
Communication dans un congrès hal-01769780v1
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On the Proximal Gradient Algorithm with Alternated Inertia

Franck Iutzeler , Jérôme Malick
Journal of Optimization Theory and Applications, 2018, 176 (3), pp.688-710. ⟨10.1007/s10957-018-1226-4⟩
Article dans une revue hal-01685859v1
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The last-iterate convergence rate of optimistic mirror descent in stochastic variational inequalities

Waïss Azizian , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
COLT 2021 - 34th Annual Conference on Learning Theory, Aug 2021, Boulder, United States. pp.1-32
Communication dans un congrès hal-03342583v1
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Harnessing structure in composite nonsmooth minimization

Gilles Bareilles , Franck Iutzeler , Jérôme Malick
SIAM Journal on Optimization, 2023, 33 (3), pp.2222-2247. ⟨10.1137/22M1505827⟩
Article dans une revue hal-03706958v3
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Apprentissage séquentiel de préférence utilisateurs pour les systèmes de recommandation

Aleksandra Burashnikova , Yury Maximov , Marianne Clausel , Charlotte Laclau , Franck Iutzeler , et al.
CAp 2021 - Conférence sur l'Apprentissage Automatique, Jun 2021, Saint-Etienne / Virtual, France
Communication dans un congrès hal-03266139v1
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Entropy-regularized Wasserstein distributionally robust shape and topology optimization

Charles Dapogny , Franck Iutzeler , Andrea Meda , Boris Thibert
Structural and Multidisciplinary Optimization, 2023, 66 (3), pp.42. ⟨10.1007/s00158-023-03500-4⟩
Article dans une revue hal-03783171v1

Distributed Projection on the Simplex and l1 Ball via ADMM and Gossip

Franck Iutzeler , Laurent Condat
IEEE Signal Processing Letters, 2018, 25 (11), pp.1650-1654. ⟨10.1109/LSP.2018.2870951⟩
Article dans une revue hal-01876986v1
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The Hidden Convex Optimization Landscape of Two-Layer ReLU Networks

Victor Mercklé , Franck Iutzeler , Ievgen Redko
2024
Article de blog scientifique hal-04521343v1

Large-scale asynchronous distributed learning based on parameter exchanges

Bikash Joshi , Franck Iutzeler , Massih-Reza Amini
International Journal of Data Science and Analytics, 2018, 5 (4), pp.223-232. ⟨10.1007/s41060-018-0110-5⟩
Article dans une revue hal-01727638v1
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Harnessing the Structure of some Optimization Problems

Franck Iutzeler
Optimization and Control [math.OC]. Université Grenoble Alpes (UGA), 2021
HDR tel-03474026v1
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Newton acceleration on manifolds identified by proximal-gradient methods

Gilles Bareilles , Franck Iutzeler , Jérôme Malick
Mathematical Programming, 2023, 200, pp.37-70. ⟨10.1007/s10107-022-01873-w⟩
Article dans une revue hal-03197686v3
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Push-Pull with Device Sampling

Yu-Guan Hsieh , Yassine Laguel , Franck Iutzeler , Jérôme Malick
2022
Pré-publication, Document de travail hal-03691122v1