Alessandro Favero
EPFL SB IPHYS PCSL
BSP 512 (Cubotron UNIL)
Rte de la Sorge
CH-1015 Lausanne
Web site: Web site: https://pcsl.epfl.ch/
EPFL STI IEM LTS4
ELD 241 (Bâtiment ELD)
Station 11
CH-1015 Lausanne
Web site: Web site: https://lts4www.epfl.ch/
Publications
Infoscience publications
2022
Locality defeats the curse of dimensionality in convolutional teacher-student scenarios*
Journal Of Statistical Mechanics-Theory And Experiment. 2022-11-01. DOI : 10.1088/1742-5468/ac98ab.Relative stability toward diffeomorphisms indicates performance in deep nets
Journal Of Statistical Mechanics-Theory And Experiment. 2022-11-01. DOI : 10.1088/1742-5468/ac98ac.2021
Relative stability toward diffeomorphisms indicates performance in deep nets
35th Conference on Neural Information Processing Systems (NeurIPS 2021), Online, Decembre 6-14, 2021.Locality defeats the curse of dimensionality in convolutional teacher-student scenarios
35th Conference on Neural Information Processing Systems (NeurIPS 2021), Online, Decembre 6-14, 2021.Teaching & PhD
Teaching
Machine learning for physicistsMachine learning and data analysis are becoming increasingly central in sciences including physics. In this course, fundamental principles and methods of machine learning will be introduced and practised.
Statistical physics II
Introduction to the theory of phase transitions and of critical phenomena.