Generalization in Kernel Regression Under Realistic Assumptions

26 December 2023

Papers citing "Generalization in Kernel Regression Under Realistic Assumptions"

14 / 14 papers shown

Title
Benign Overfitting with Quantum Kernels Joachim Tomasi S. Anthoine Hachem Kadri 42 0 0 21 Mar 2025
On the Saturation Effects of Spectral Algorithms in Large Dimensions Weihao Lu Haobo Zhang Yicheng Li Q. Lin 42 1 0 01 Mar 2025
Overfitting Regimes of Nadaraya-Watson Interpolators Daniel Barzilai Guy Kornowski Ohad Shamir 76 0 0 11 Feb 2025
Generalization for Least Squares Regression With Simple Spiked Covariances Jiping Li Rishi Sonthalia 28 0 0 17 Oct 2024
Simple Relative Deviation Bounds for Covariance and Gram Matrices Daniel Barzilai Ohad Shamir 18 0 0 08 Oct 2024
Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality Marko Medvedev Gal Vardi Nathan Srebro 68 3 0 05 Sep 2024
On the Pinsker bound of inner product kernel regression in large dimensions Weihao Lu Jialin Ding Haobo Zhang Qian Lin 52 0 0 02 Sep 2024
Entrywise error bounds for low-rank approximations of kernel matrices Alexander Modell 59 0 0 23 May 2024
The phase diagram of kernel interpolation in large dimensions Haobo Zhang Weihao Lu Qian Lin 60 5 0 19 Apr 2024
Characterizing Overfitting in Kernel Ridgeless Regression Through the Eigenspectrum Tin Sum Cheng Aurelien Lucchi Anastasis Kratsios David Belius 37 8 0 02 Feb 2024
Controlling the Inductive Bias of Wide Neural Networks by Modifying the Kernel's Spectrum Amnon Geifman Daniel Barzilai Ronen Basri Meirav Galun 29 5 0 26 Jul 2023
Precise Learning Curves and Higher-Order Scaling Limits for Dot Product Kernel Regression Lechao Xiao Hong Hu Theodor Misiakiewicz Yue M. Lu Jeffrey Pennington 65 18 0 30 May 2022
The Eigenlearning Framework: A Conservation Law Perspective on Kernel Regression and Wide Neural Networks James B. Simon Madeline Dickens Dhruva Karkada M. DeWeese 48 27 0 08 Oct 2021
Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks Blake Bordelon Abdulkadir Canatar C. Pehlevan 144 201 0 07 Feb 2020