Sharp Asymptotics of Kernel Ridge Regression Beyond the Linear Regime

13 May 2022

Papers citing "Sharp Asymptotics of Kernel Ridge Regression Beyond the Linear Regime"

15 / 15 papers shown

Title
On the Saturation Effects of Spectral Algorithms in Large Dimensions Weihao Lu Haobo Zhang Yicheng Li Q. Lin 34 1 0 01 Mar 2025
On the Pinsker bound of inner product kernel regression in large dimensions Weihao Lu Jialin Ding Haobo Zhang Qian Lin 42 0 0 02 Sep 2024
The phase diagram of kernel interpolation in large dimensions Haobo Zhang Weihao Lu Qian Lin 42 5 0 19 Apr 2024
Learning from higher-order statistics, efficiently: hypothesis tests, random features, and neural networks Eszter Székely Lorenzo Bardone Federica Gerace Sebastian Goldt 27 2 0 22 Dec 2023
Flat Minima in Linear Estimation and an Extended Gauss Markov Theorem Simon Segert 16 0 0 18 Nov 2023
Six Lectures on Linearized Neural Networks Theodor Misiakiewicz Andrea Montanari 29 12 0 25 Aug 2023
Asymptotics of Bayesian Uncertainty Estimation in Random Features Regression You-Hyun Baek S. Berchuck Sayan Mukherjee 13 0 0 06 Jun 2023
Deterministic equivalent and error universality of deep random features learning Dominik Schröder Hugo Cui Daniil Dmitriev Bruno Loureiro MLT 14 28 0 01 Feb 2023
Bayes-optimal Learning of Deep Random Networks of Extensive-width Hugo Cui Florent Krzakala Lenka Zdeborová BDL 16 34 0 01 Feb 2023
Gradient flow in the gaussian covariate model: exact solution of learning curves and multiple descent structures Antione Bodin N. Macris 6 4 0 13 Dec 2022
Overparameterized random feature regression with nearly orthogonal data Zhichao Wang Yizhe Zhu 10 3 0 11 Nov 2022
Precise Learning Curves and Higher-Order Scaling Limits for Dot Product Kernel Regression Lechao Xiao Hong Hu Theodor Misiakiewicz Yue M. Lu Jeffrey Pennington 48 18 0 30 May 2022
Eigenspace Restructuring: a Principle of Space and Frequency in Neural Networks Lechao Xiao 13 21 0 10 Dec 2021
Double Trouble in Double Descent : Bias and Variance(s) in the Lazy Regime Stéphane dÁscoli Maria Refinetti Giulio Biroli Florent Krzakala 83 152 0 02 Mar 2020
Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks Blake Bordelon Abdulkadir Canatar C. Pehlevan 131 199 0 07 Feb 2020