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Taylor, Adrien

  1. An optimal gradient method for smooth strongly convex minimization
    2021/01/24 by Adrien Taylor, Yoel Drori, Taylor, Adrien +1 · 8 citations
    Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Advanced Optimization Algorithms Research
  2. PEPit: computer-assisted worst-case analyses of first-order optimization methods in Python
    2022/01/11 by Baptiste Goujaud, Goujaud, Baptiste, Céline Moucer +9 · 8 citations
    Computer Science · Mathematics · #Advanced Multi-Objective Optimization Algorithms #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  3. Complexity Guarantees for Polyak Steps with Momentum
    2020/02/03 by Barré, Mathieu, Taylor, Adrien, d'Aspremont, Alexandre · 5 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  4. The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training
    2025/01/31 by Fabian Schaipp, Alexander Hägele, Schaipp, Fabian +7 · 2 voices · 12 citations
    #cs.LG #math.OC #stat.ML
  5. Principled Analyses and Design of First-Order Methods with Inexact Proximal Operators
    2020/06/10 by Barré, Mathieu, Taylor, Adrien, Bach, Francis · 5 citations
    #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  6. On the oracle complexity of smooth strongly convex minimization
    2021/01/24 by Drori, Yoel, Taylor, Adrien · 4 citations
    #FOS: Mathematics #Optimization and Control (math.OC)
  7. Provable non-accelerations of the heavy-ball method
    2023/07/21 by Goujaud, Baptiste, Taylor, Adrien, Dieuleveut, Aymeric · 4 citations
    #FOS: Mathematics #Optimization and Control (math.OC)
  8. On Fundamental Proof Structures in First-Order Optimization
    2023/10/03 by Goujaud, Baptiste, Dieuleveut, Aymeric, Taylor, Adrien · 4 citations
    #FOS: Mathematics #Optimization and Control (math.OC)
  9. Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees
    2018/03/16 by Taylor, Adrien, Van Scoy, Bryan, Lessard, Laurent · 2 citations
    #FOS: Mathematics #Optimization and Control (math.OC)
  10. Stochastic first-order methods: non-asymptotic and computer-aided analyses via potential functions
    2019/02/03 by Taylor, Adrien, Bach, Francis · 2 citations
    #Computational Complexity (cs.CC) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
  11. A Continuized View on Nesterov Acceleration for Stochastic Gradient Descent and Randomized Gossip
    2021/06/10 by Even, Mathieu, Berthier, Raphaël, Bach, Francis +5 · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multiagent Systems (cs.MA) #Optimization and Control (math.OC) #Probability (math.PR)
  12. Last-Iterate Convergence of Optimistic Gradient Method for Monotone Variational Inequalities
    2022/05/17 by Gorbunov, Eduard, Taylor, Adrien, Gidel, Gauthier · 2 citations
    #FOS: Mathematics #Optimization and Control (math.OC)
  13. Optimal first-order methods for convex functions with a quadratic upper bound
    2022/05/30 by Goujaud, Baptiste, Taylor, Adrien, Dieuleveut, Aymeric · 1 citation
    #FOS: Mathematics #Optimization and Control (math.OC)
  14. Nonlinear conjugate gradient methods: worst-case convergence rates via computer-assisted analyses
    2023/01/04 by Gupta, Shuvomoy Das, Freund, Robert M., Sun, Xu Andy +1 · 1 citation
    #FOS: Mathematics #Optimization and Control (math.OC)