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Statistical Mechanics of High-Dimensional Inference

Statistical Mechanics of High-Dimensional Inference

18 January 2016
Madhu S. Advani
Surya Ganguli
ArXivPDFHTML

Papers citing "Statistical Mechanics of High-Dimensional Inference"

9 / 9 papers shown
Title
Contrasting random and learned features in deep Bayesian linear
  regression
Contrasting random and learned features in deep Bayesian linear regression
Jacob A. Zavatone-Veth
William L. Tong
C. Pehlevan
BDL
MLT
28
26
0
01 Mar 2022
Performance of Bayesian linear regression in a model with mismatch
Performance of Bayesian linear regression in a model with mismatch
Jean Barbier
Wei-Kuo Chen
D. Panchenko
Manuel Sáenz
40
22
0
14 Jul 2021
Ising Model Selection Using $\ell_{1}$-Regularized Linear Regression: A
  Statistical Mechanics Analysis
Ising Model Selection Using ℓ1\ell_{1}ℓ1​-Regularized Linear Regression: A Statistical Mechanics Analysis
Xiangming Meng
T. Obuchi
Y. Kabashima
26
4
0
08 Feb 2021
A Precise High-Dimensional Asymptotic Theory for Boosting and
  Minimum-$\ell_1$-Norm Interpolated Classifiers
A Precise High-Dimensional Asymptotic Theory for Boosting and Minimum-ℓ1\ell_1ℓ1​-Norm Interpolated Classifiers
Tengyuan Liang
Pragya Sur
27
68
0
05 Feb 2020
Fundamental Barriers to High-Dimensional Regression with Convex
  Penalties
Fundamental Barriers to High-Dimensional Regression with Convex Penalties
Michael Celentano
Andrea Montanari
33
46
0
25 Mar 2019
Approximate Survey Propagation for Statistical Inference
Approximate Survey Propagation for Statistical Inference
F. Antenucci
Florent Krzakala
Pierfrancesco Urbani
Lenka Zdeborová
29
21
0
03 Jul 2018
Rethinking generalization requires revisiting old ideas: statistical
  mechanics approaches and complex learning behavior
Rethinking generalization requires revisiting old ideas: statistical mechanics approaches and complex learning behavior
Charles H. Martin
Michael W. Mahoney
AI4CE
22
62
0
26 Oct 2017
High-dimensional dynamics of generalization error in neural networks
High-dimensional dynamics of generalization error in neural networks
Madhu S. Advani
Andrew M. Saxe
AI4CE
33
463
0
10 Oct 2017
An equivalence between high dimensional Bayes optimal inference and
  M-estimation
An equivalence between high dimensional Bayes optimal inference and M-estimation
Madhu S. Advani
Surya Ganguli
21
16
0
22 Sep 2016
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