Marylou Gabrié
Scholar

Marylou Gabrié

Google Scholar ID: 5m1DvLwAAAAJ
École Normale Supérieure, LPENS
Machine LearningStatistical MechanicsMCMC
Citations & Impact
All-time
Citations
902
 
H-index
15
 
i10-index
16
 
Publications
20
 
Co-authors
21
list available
Resume (English only)
Academic Achievements
  • Publications: Two works on sampling high-dimensional multimodal distributions will be presented at ICLR 2025; A spotlight paper "Sampling through Iterative Posterior Sampling" by Louis Grenioux and Maxence Noble accepted at ICML 2024; Organized events: CECAM workshop on Generative Models for Classical and Quantum Matter, December 2-4, 2024 in Lausanne, Switzerland; Participated in: Lectures in doctoral schools this fall, focusing on 'Generative modeling and sampling using transport maps' at Sapienza Università di Roma and ML at Aussois, Autumn School on Recent Advances in Machine Learning, Aussois (France).
Research Experience
  • 2022-2024: Assistant Professor at Centre de Mathématiques Appliquées (CMAP) of École Polytechnique; Currently: Assistant Professor at Laboratoire de Physique (LPENS) of École Normale Supérieure.
Education
  • From 2022 to 2024, she was an Assistant Professor at Centre de Mathématiques Appliquées (CMAP) of École Polytechnique. During her PhD, she worked with F. Krzakala and L. Zdeborová. During her postdoc, she worked with E. Vanden-Eijnden.
Background
  • Research interests: at the intersection of machine learning and statistical mechanics; Professional field: developing machine learning methods to solve computational problems in statistical physics, with a focus on generative models and sampling problems; Brief introduction: currently an Assistant Professor at Laboratoire de Physique (LPENS) of École Normale Supérieure.
Miscellany
  • Personal interests: Active participation and organization of various academic conferences and workshops.