Distribution of Classification Margins: Are All Data Equal?

Distribution of Classification Margins: Are All Data Equal?

21 July 2021

Andrzej Banburski

Fernanda De La Torre

Papers citing "Distribution of Classification Margins: Are All Data Equal?"

13 / 13 papers shown

Title
Deep Learning on a Data Diet: Finding Important Examples Early in Training Mansheej Paul Surya Ganguli Gintare Karolina Dziugaite 111 457 0 15 Jul 2021
Prevalence of Neural Collapse during the terminal phase of deep learning training Vardan Papyan Xuemei Han D. Donoho 197 574 0 18 Aug 2020
Theoretical Issues in Deep Networks: Approximation, Optimization and Generalization T. Poggio Andrzej Banburski Q. Liao ODL 106 164 0 25 Aug 2019
Gradient Descent Maximizes the Margin of Homogeneous Neural Networks Kaifeng Lyu Jian Li 84 335 0 13 Jun 2019
A Convergence Theory for Deep Learning via Over-Parameterization Zeyuan Allen-Zhu Yuanzhi Li Zhao Song AI4CE ODL 247 1,463 0 09 Nov 2018
Gradient Descent Finds Global Minima of Deep Neural Networks S. Du Jason D. Lee Haochuan Li Liwei Wang Masayoshi Tomizuka ODL 201 1,135 0 09 Nov 2018
Gradient Descent Provably Optimizes Over-parameterized Neural Networks S. Du Xiyu Zhai Barnabás Póczós Aarti Singh MLT ODL 219 1,272 0 04 Oct 2018
Learning Overparameterized Neural Networks via Stochastic Gradient Descent on Structured Data Yuanzhi Li Yingyu Liang MLT 216 652 0 03 Aug 2018
A Surprising Linear Relationship Predicts Test Performance in Deep Networks Q. Liao Brando Miranda Andrzej Banburski Jack Hidary T. Poggio 50 32 0 25 Jul 2018
On the importance of single directions for generalization Ari S. Morcos David Barrett Neil C. Rabinowitz M. Botvinick 64 333 0 19 Mar 2018
Stronger generalization bounds for deep nets via a compression approach Sanjeev Arora Rong Ge Behnam Neyshabur Yi Zhang MLT AI4CE 86 642 0 14 Feb 2018
Entropy-SGD: Biasing Gradient Descent Into Wide Valleys Pratik Chaudhari A. Choromańska Stefano Soatto Yann LeCun Carlo Baldassi C. Borgs J. Chayes Levent Sagun R. Zecchina ODL 96 773 0 06 Nov 2016
Almost-everywhere algorithmic stability and generalization error S. Kutin P. Niyogi 94 173 0 12 Dec 2012

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