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SUMMARY:Dynamics of Algorithms in Disordered Systems and Learning Problems
DTSTART:20230825T140000
DTEND:20230825T160000
DTSTAMP:20260530T093649Z
UID:b7da3fbc212b0b1184dacaa18689b2de78dda8f505378b874f16fb3f
CATEGORIES:Conferences - Seminars
DESCRIPTION:Matteo Vilucchio\nEDIC candidacy exam\nExam president: Prof. N
 icolas Macris\nThesis advisor: Prof. Florent Krzakala\nCo-examiner: Prof. 
 Lenka Zdeborová\n\nAbstract\nThe purpose is to study ways of sampling equ
 ilibrium measures of hamiltonians coming from spin glasses and to look at 
 the dynamics of algorithms theoretically. I will also consider learning pr
 oblems arising from machine learning.\n\nBackground papers\n- Surprises in
  High-Dimensional Ridgeless Least Squares Interpolation by Trevor Hastie\,
  Andrea Montanari\, Saharon Rosset\, Ryan J. Tibshirani\; arXiv:1903.08560
  [math.ST]\n- On the Optimal Weighted ℓ2 Regularization in Overparameter
 ized Linear Regression by Denny Wu\, Ji Xu\; NeurIPS 2020\n- Asymptotics o
 f Ridge (less) Regression under General Source Condition by Dominic Richar
 ds\, Jaouad Mourtada\, Lorenzo Rosasco\; AISTATS 2021: 3889-3897
LOCATION:ELE 242 https://plan.epfl.ch/?room==ELE%20242
STATUS:CONFIRMED
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