‘Conservation Laws for Gradient Flows’ Understanding the geometric properties of gradient descent dynamics isa key ingredient in deciphering the recent success of very largemachine learning models. A striking observation is that trainedover-parameterized models retain some properties of the optimizationinitialization. This “implicit bias” is believed to be responsible forsome favorable properties of the trained models and …
Category: Talk
Invited talk @RWTH Sparsity and Singular Structures, Aachen, 26-29 February 2024
https://sfb1481.rwth-aachen.de/symposium24/programme
Invited talk at JRAF, Grenoble, 13-14 December 2023
https://jraf-2023.sciencesconf.org/
Invited Talk @DIPOpt workshop, Nov 29th 2023
http://perso.ens-lyon.fr/nelly.pustelnik/DIPOpt/
Exposé à la journée d’étude “Quelle IA pour 2030?” du projet AILyS
https://www.ens-lyon.fr/evenement/recherche/quelle-ia-pour-2030-le-projet-ailys
Invited talk @ Stéphane Mallat’s 60
Invited talk at the workshop “A Multiscale tour of Harmonic Analysis and Machine Learning” – celebrating Stéphane Mallat’s 60th birthday – @Institut_IHES, “Rapture of the deep : Highs and lows of Sparsity in a world of depth”, April 21st 2023
Data-Science Colloquium of the @ENS Paris
Seminar at the Data-Science Colloquium of the @ENS Paris “Rapture of the deep : Highs and lows of Sparsity in a world of depth”, February 2nd 2023, https://data-ens.github.io/past/
Seminar @IRIT, Nov 28th
Seminar @ENSEEIHT “Rapture of the deep : Highs and lows of Sparsity in a world of depth”, https://www.irit.fr/departement/signaux-images/sc/
Seminar @IRISA & @AI4SIP Thematic Quarter
Seminar – July 4th, 2022 / 4:15 pm “Rapture of the deep : Highs and lows of Sparsity in a world of depth” room Petri-Turing, IRISA, Rennes – CANCELED DUE TO COVID Seminar – July 5th, 2022 / 5:30 pm “Rapture of the deep : Highs and lows of Sparsity in a world of depth” …
Exposé @Workshop on Quantization, Location, Sampling and Matching. Lagrange Center, Paris, March 14-15 2022
https://sites.google.com/view/ot-lagrange/quantization-2022