My CV
Publications
Talks
Teaching
Numerics
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Clément W. Royer

La version française de cette page se trouve ici.

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Lectures

Optimization for Machine Learning
     CIMPA school "Control, Optimization and Model Reduction in Machine Learning", February 2025.

     See dedicated webpage.

Complexity in continuous optimization
     Lectures for Dauphine's Computer Science PhD track, February-March 2025.

     Lecture 1: Gradient descent and Newton on nonconvex problems Slides Board
     Lecture 2: Accelerated gradient from convex to nonconvex Board
     Lecture 3: Second-order methods and guarantees Board
     Lecture 4: Complexity and stationary points Board
     Lecture 5: High-order methods Board
     Lecture 6: Complexity and linear programming Board

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Recent talks

Strict saddle nonconvex optimization Slides
     Portuguese-American Optimization Workshop, 2025, Horta, Portugal.
     Mathematics, Artificial Intelligence and Applications, 2025, Sousse, Tunisia.
     CAS Seminar, 2023, Mines Paris-PSL, France.

Resilient derivative-free optimization Slides
     MOPTA, 2025, Ponta Delgada, Portugal.
     Derivative-Free Optimization Symposium, 2024, Padova, Italy.

Derivative-free optimization using subspaces Slides
     SMAI-MODE Days, 2024, Lyon, France.
     SIAM Conference on Optimization, 2023, Seattle, WA, USA.

A complete list of my talks and posters is available in my vitae.

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