Do deep neural networks have an inbuilt Occam's razor?

Do deep neural networks have an inbuilt Occam's razor?

13 April 2023

Guillermo Valle Pérez

Papers citing "Do deep neural networks have an inbuilt Occam's razor?"

11 / 11 papers shown

Title
Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild Damien Teney Liangze Jiang Florin Gogianu Ehsan Abbasnejad 76 0 0 13 Mar 2025
Do Influence Functions Work on Large Language Models? Zhe Li Wei Zhao Yige Li Jun Sun TDI 23 1 0 30 Sep 2024
Exploiting the equivalence between quantum neural networks and perceptrons Chris Mingard Jessica Pointing Charles London Yoonsoo Nam Ard A. Louis 19 2 0 05 Jul 2024
Do Quantum Neural Networks have Simplicity Bias? Jessica Pointing AI4CE 21 2 0 03 Jul 2024
Early learning of the optimal constant solution in neural networks and humans Jirko Rubruck Jan P. Bauer Andrew M. Saxe Christopher Summerfield 22 1 0 25 Jun 2024
Learning Universal Predictors Jordi Grau-Moya Tim Genewein Marcus Hutter Laurent Orseau Grégoire Delétang ... Anian Ruoss Wenliang Kevin Li Christopher Mattern Matthew Aitchison J. Veness 8 11 0 26 Jan 2024
Simplicity bias, algorithmic probability, and the random logistic map B. Hamzi K. Dingle 9 3 0 31 Dec 2023
In-Context Learning through the Bayesian Prism Madhuri Panwar Kabir Ahuja Navin Goyal BDL 17 38 0 08 Jun 2023
Stochastic Training is Not Necessary for Generalization Jonas Geiping Micah Goldblum Phillip E. Pope Michael Moeller Tom Goldstein 76 72 0 29 Sep 2021
Spectrum Dependent Learning Curves in Kernel Regression and Wide Neural Networks Blake Bordelon Abdulkadir Canatar C. Pehlevan 125 199 0 07 Feb 2020
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 273 2,696 0 15 Sep 2016