Adrien Taylor

1. Smooth Strongly Convex Interpolation and Exact Worst-case Performance of\n First-order Methods
   2015/02/19 by Adrien Taylor, Julien M. Hendrickx, Taylor, Adrien B. +3 · 19 citations
   Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
2. An optimal gradient method for smooth strongly convex minimization
   2021/01/24 by Adrien Taylor, Taylor, Adrien, Yoel Drori +1 · 8 citations
   Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Advanced Optimization Algorithms Research
3. 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)
4. The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training
   2025/01/31 by Fabian Schaipp, Schaipp, Fabian, Alexander Hägele +7 · 2 voices · 12 citations
   #cs.LG #math.OC #stat.ML
5. Operator Splitting Performance Estimation: Tight contraction factors and\n optimal parameter selection
   2018/12/01 by Ernest K. Ryu, Ryu, Ernest K., Adrien Taylor +5 · 5 citations
   Computer Science · Mathematics · #47H05 47H09 68Q25 90C22 90C25 90C30 90C60 #Advanced Optimization Algorithms Research #FOS: Mathematics #Formal Methods in Verification #Logic, programming, and type systems #Optimization and Control (math.OC)
6. On the worst-case complexity of the gradient method with exact line\n search for smooth strongly convex functions
   2016/06/30 by Etienne de Klerk, François Glineur, de Klerk, Etienne +3 · 4 citations
   Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques