Adrien B. Taylor

ORCID

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 27

Top Venues

Catholic University of Louvain, Louvain-la-Neuve, Belgium (PHD)

Education History

Catholic University of Louvain, Louvain-la-Neuve, Belgium

PHD

Publications

Antoine Bambade, Fabian Schramm, Adrien B. Taylor, Justin Carpentier
Leveraging augmented-Lagrangian techniques for differentiating over infeasible quadratic programs in machine learning. ICLR (2024)
Céline Moucer, Adrien B. Taylor, Francis R. Bach
A Systematic Approach to Lyapunov Analyses of Continuous-Time Models in Convex Optimization. SIAM J. Optim. 33 (3) (2023)
Eduard Gorbunov, Adrien B. Taylor, Samuel Horváth, Gauthier Gidel
Convergence of Proximal Point and Extragradient-Based Methods Beyond Monotonicity: the Case of Negative Comonotonicity. ICML (2023)
Adrien B. Taylor, Yoel Drori
An optimal gradient method for smooth strongly convex minimization. Math. Program. 199 (1) (2023)
Baptiste Goujaud, Aymeric Dieuleveut, Adrien B. Taylor
Counter-Examples in First-Order Optimization: A Constructive Approach. IEEE Control. Syst. Lett. 7 (2023)
Mathieu Barré, Adrien B. Taylor, Francis R. Bach
Principled analyses and design of first-order methods with inexact proximal operators. Math. Program. 201 (1) (2023)
Baptiste Goujaud, Aymeric Dieuleveut, Adrien B. Taylor
On Fundamental Proof Structures in First-Order Optimization. CDC (2023)
Yoel Drori, Adrien B. Taylor
On the oracle complexity of smooth strongly convex minimization. J. Complex. 68 (2022)
Baptiste Goujaud, Damien Scieur, Aymeric Dieuleveut, Adrien B. Taylor, Fabian Pedregosa
Super-Acceleration with Cyclical Step-sizes. AISTATS (2022)
Radu-Alexandru Dragomir, Adrien B. Taylor, Alexandre d'Aspremont, Jérôme Bolte
Optimal complexity and certification of Bregman first-order methods. Math. Program. 194 (1) (2022)
Céline Moucer, Adrien B. Taylor, Francis R. Bach
A systematic approach to Lyapunov analyses of continuous-time models in convex optimization. CoRR (2022)
Benjamin Dubois-Taine, Francis R. Bach, Quentin Berthet, Adrien B. Taylor
Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization. NeurIPS (2022)
Mathieu Barré, Adrien B. Taylor, Francis R. Bach
A note on approximate accelerated forward-backward methods with absolute and relative errors, and possibly strongly convex objectives. Open J. Math. Optim. 3 (2022)
Baptiste Goujaud, Céline Moucer, François Glineur, Julien M. Hendrickx, Adrien B. Taylor, Aymeric Dieuleveut
PEPit: computer-assisted worst-case analyses of first-order optimization methods in Python. CoRR (2022)
Benjamin Dubois-Taine, Francis R. Bach, Quentin Berthet, Adrien B. Taylor
Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization. CoRR (2022)
Antoine Bambade, Sarah El Kazdadi, Adrien B. Taylor, Justin Carpentier
PROX-QP: Yet another Quadratic Programming Solver for Robotics and beyond. Robotics: Science and Systems (2022)
Mathieu Barré, Adrien B. Taylor, Alexandre d'Aspremont
Convergence of a Constrained Vector Extrapolation Scheme. SIAM J. Math. Data Sci. 4 (3) (2022)
Mathieu Even, Raphaël Berthier, Francis R. Bach, Nicolas Flammarion, Hadrien Hendrikx, Pierre Gaillard, Laurent Massoulié, Adrien B. Taylor
Continuized Accelerations of Deterministic and Stochastic Gradient Descents, and of Gossip Algorithms. NeurIPS (2021)
Adrien B. Taylor, Yoel Drori
An optimal gradient method for smooth (possibly strongly) convex minimization. CoRR (2021)
Etienne de Klerk, François Glineur, Adrien B. Taylor
Worst-Case Convergence Analysis of Inexact Gradient and Newton Methods Through Semidefinite Programming Performance Estimation. SIAM J. Optim. 30 (3) (2020)
Yoel Drori, Adrien B. Taylor
Efficient first-order methods for convex minimization: a constructive approach. Math. Program. 184 (1) (2020)
Ernest K. Ryu, Adrien B. Taylor, Carolina Bergeling, Pontus Giselsson
Operator Splitting Performance Estimation: Tight Contraction Factors and Optimal Parameter Selection. SIAM J. Optim. 30 (3) (2020)
Adrien B. Taylor, Julien M. Hendrickx, François Glineur
Exact Worst-Case Convergence Rates of the Proximal Gradient Method for Composite Convex Minimization. J. Optim. Theory Appl. 178 (2) (2018)
Adrien B. Taylor, Julien M. Hendrickx, François Glineur
Exact Worst-Case Performance of First-Order Methods for Composite Convex Optimization. SIAM J. Optim. 27 (3) (2017)
Etienne de Klerk, François Glineur, Adrien B. Taylor
On the worst-case complexity of the gradient method with exact line search for smooth strongly convex functions. Optim. Lett. 11 (7) (2017)
Adrien B. Taylor, Julien M. Hendrickx, François Glineur
Performance estimation toolbox (PESTO): Automated worst-case analysis of first-order optimization methods. CDC (2017)
Adrien B. Taylor, Julien M. Hendrickx, François Glineur
Smooth strongly convex interpolation and exact worst-case performance of first-order methods. Math. Program. 161 (1-2) (2017)

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Publication Activity (10 Years)

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Adrien B. Taylor