Franck Iutzeler
- A Coordinate Descent Primal-Dual Algorithm and Application to\n Distributed Asynchronous Optimization
2014/07/03 by Pascal Bianchi, Walid Hachem, Bianchi, Pascal +3 · 10 citations
Computer Science · Engineering · #Distributed Control Multi-Agent Systems #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- On the convergence of single-call stochastic extra-gradient methods
2019/08/22 by Yu-Guan Hsieh, Hsieh, Yu-Guan, Franck Iutzeler +5 · 5 citations
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Optimization and Variational Analysis
- Multi-Agent Online Optimization with Delays: Asynchronicity, Adaptivity,\n and Optimism
2020/12/21 by Yu-Guan Hsieh, Franck Iutzeler, Hsieh, Yu-Guan +5 · 6 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
- Explore Aggressively, Update Conservatively: Stochastic Extragradient Methods with Variable Stepsize Scaling
2020/03/23 by Yu-Guan Hsieh, Hsieh, Yu-Guan, Franck Iutzeler +5 · 5 citations
Computer Science · Mathematics · Engineering · #Stochastic Gradient Optimization Techniques #Markov Chains and Monte Carlo Methods #Sparse and Compressive Sensing Techniques
- The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities
2021/07/05 by Waïss Azizian, Franck Iutzeler, Azizian, Waïss +5 · 3 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
- 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
- The global convergence time of stochastic gradient descent in non-convex landscapes: Sharp estimates via large deviations
2025/03/20 by Waïss Azizian, Franck Iutzeler, Azizian, Waïss +5 · 2 citations
Computer Science · Mathematics · #60F10 #68Q32 #90C26 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Mathematical Biology Tumor Growth #Optimization and Control (math.OC) #Primary 90C15 #Stochastic Gradient Optimization Techniques #secondary 90C30