A Margin-based Multiclass Generalization Bound via Geometric Complexity

A Margin-based Multiclass Generalization Bound via Geometric Complexity

28 May 2024

Javier Gonzalvo

Papers citing "A Margin-based Multiclass Generalization Bound via Geometric Complexity"

13 / 13 papers shown

Title
Fit without fear: remarkable mathematical phenomena of deep learning through the prism of interpolation M. Belkin 45 187 0 29 May 2021
A Universal Law of Robustness via Isoperimetry Sébastien Bubeck Mark Sellke 38 218 0 26 May 2021
On the Origin of Implicit Regularization in Stochastic Gradient Descent Samuel L. Smith Benoit Dherin David Barrett Soham De MLT 34 203 0 28 Jan 2021
Sharpness-Aware Minimization for Efficiently Improving Generalization Pierre Foret Ariel Kleiner H. Mobahi Behnam Neyshabur AAML 184 1,345 0 03 Oct 2020
Implicit Gradient Regularization David Barrett Benoit Dherin 69 150 0 23 Sep 2020
Fantastic Generalization Measures and Where to Find Them Yiding Jiang Behnam Neyshabur H. Mobahi Dilip Krishnan Samy Bengio AI4CE 129 606 0 04 Dec 2019
The intriguing role of module criticality in the generalization of deep networks Niladri S. Chatterji Behnam Neyshabur Hanie Sedghi 50 52 0 02 Dec 2019
Reconciling modern machine learning practice and the bias-variance trade-off M. Belkin Daniel J. Hsu Siyuan Ma Soumik Mandal 225 1,644 0 28 Dec 2018
Implicit Regularization in Deep Learning Behnam Neyshabur 50 146 0 06 Sep 2017
A PAC-Bayesian Approach to Spectrally-Normalized Margin Bounds for Neural Networks Behnam Neyshabur Srinadh Bhojanapalli Nathan Srebro 80 28 0 29 Jul 2017
Spectrally-normalized margin bounds for neural networks Peter L. Bartlett Dylan J. Foster Matus Telgarsky ODL 199 1,217 0 26 Jun 2017
Computing Nonvacuous Generalization Bounds for Deep (Stochastic) Neural Networks with Many More Parameters than Training Data Gintare Karolina Dziugaite Daniel M. Roy 106 813 0 31 Mar 2017
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 332 4,624 0 10 Nov 2016