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Iutzeler, Franck

  1. A Coordinate Descent Primal-Dual Algorithm and Application to\n Distributed Asynchronous Optimization
    2014/07/03 by Pascal Bianchi, Walid Hachem, Bianchi, Pascal +3 · 9 citations
    Computer Science · Engineering · #Distributed Control Multi-Agent Systems #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
  2. Multi-Agent Online Optimization with Delays: Asynchronicity, Adaptivity,\n and Optimism
    2020/12/21 by Yu-Guan Hsieh, Hsieh, Yu-Guan, Franck Iutzeler +5 · 5 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Game Theory and Applications #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Optimization and Control (math.OC) #Optimization and Search Problems
  3. On the convergence of single-call stochastic extra-gradient methods
    2019/08/22 by Yu-Guan Hsieh, Franck Iutzeler, Hsieh, Yu-Guan +5 · 4 citations
    Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Optimization and Variational Analysis
  4. On the Proximal Gradient Algorithm with Alternated Inertia
    2018/01/17 by Iutzeler, Franck, Malick, Jerome · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC)
  5. Explore Aggressively, Update Conservatively: Stochastic Extragradient Methods with Variable Stepsize Scaling
    2020/03/23 by Yu-Guan Hsieh, Franck Iutzeler, Hsieh, Yu-Guan +5 · 4 citations
    Computer Science · Mathematics · Engineering · #Stochastic Gradient Optimization Techniques #Markov Chains and Monte Carlo Methods #Sparse and Compressive Sensing Techniques
  6. Regularization for Wasserstein Distributionally Robust Optimization
    2022/05/18 by Azizian, Waïss, Iutzeler, Franck, Malick, Jérôme · 2 citations
    #FOS: Mathematics #Optimization and Control (math.OC)
  7. Explicit Convergence Rate of a Distributed Alternating Direction Method of Multipliers
    2013/12/04 by Iutzeler, Franck, Bianchi, Pascal, Ciblat, Philippe +1 · 1 citation
    #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)
  8. Entropy-regularized Wasserstein distributionally robust shape and topology optimization
    2022/09/03 by Dapogny, Charles, Iutzeler, Franck, Meda, Andrea +1 · 2 citations
    #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  9. The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities
    2021/07/05 by Waïss Azizian, Franck Iutzeler, Azizian, Waïss +5 · 2 citations
    Computer Science · Physics and Astronomy · #65K15 #68Q32 (Secondary) #90C33 (Primary) 68Q25 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Statistical Mechanics and Entropy #Stochastic Gradient Optimization Techniques
  10. Optimization in Open Networks via Dual Averaging
    2021/05/27 by Hsieh, Yu-Guan, Iutzeler, Franck, Malick, Jérôme +1 · 1 citation
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Optimization and Control (math.OC)
  11. What is the long-run distribution of stochastic gradient descent? A large deviations analysis
    2024/06/13 by Waïss Azizian, Franck Iutzeler, Azizian, Waïss +5 · 2 citations
    Mathematics · Physics and Astronomy · Computer Science · #Markov Chains and Monte Carlo Methods #Advanced Thermodynamics and Statistical Mechanics #Stochastic Gradient Optimization Techniques
  12. skwdro: a library for Wasserstein distributionally robust machine learning
    2024/10/28 by Vincent, Florian, Azizian, Waïss, Iutzeler, Franck +1 · 2 citations
    #90C15 #90C17 #FOS: Computer and information sciences #FOS: Mathematics #G.1.6 #G.4 #I.2.5 #I.2.6 #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Optimization and Control (math.OC)
  13. The global convergence time of stochastic gradient descent in non-convex landscapes: Sharp estimates via large deviations
    2025/03/20 by Azizian, Waïss, Iutzeler, Franck, Malick, Jérôme +1 · 2 citations
    #60F10 #68Q32 #90C26 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Primary 90C15 #secondary 90C30