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The perils of being unhinged: On the accuracy of classifiers minimizing
  a noise-robust convex loss

The perils of being unhinged: On the accuracy of classifiers minimizing a noise-robust convex loss

8 December 2021
Philip M. Long
Rocco A. Servedio
ArXivPDFHTML

Papers citing "The perils of being unhinged: On the accuracy of classifiers minimizing a noise-robust convex loss"

9 / 9 papers shown
Title
On Symmetric Losses for Learning from Corrupted Labels
On Symmetric Losses for Learning from Corrupted Labels
Nontawat Charoenphakdee
Jongyeong Lee
Masashi Sugiyama
NoLa
51
105
0
27 Jan 2019
Generalized Cross Entropy Loss for Training Deep Neural Networks with
  Noisy Labels
Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels
Zhilu Zhang
M. Sabuncu
NoLa
74
2,595
0
20 May 2018
Robust Loss Functions under Label Noise for Deep Neural Networks
Robust Loss Functions under Label Noise for Deep Neural Networks
Aritra Ghosh
Himanshu Kumar
P. Sastry
NoLa
OOD
61
955
0
27 Dec 2017
The Implicit Bias of Gradient Descent on Separable Data
The Implicit Bias of Gradient Descent on Separable Data
Daniel Soudry
Elad Hoffer
Mor Shpigel Nacson
Suriya Gunasekar
Nathan Srebro
121
913
0
27 Oct 2017
Making Deep Neural Networks Robust to Label Noise: a Loss Correction
  Approach
Making Deep Neural Networks Robust to Label Noise: a Loss Correction Approach
Giorgio Patrini
A. Rozza
A. Menon
Richard Nock
Zhuang Li
NoLa
90
1,448
0
13 Sep 2016
Learning with Symmetric Label Noise: The Importance of Being Unhinged
Learning with Symmetric Label Noise: The Importance of Being Unhinged
Brendan van Rooyen
A. Menon
Robert C. Williamson
NoLa
133
311
0
28 May 2015
Making Risk Minimization Tolerant to Label Noise
Making Risk Minimization Tolerant to Label Noise
Aritra Ghosh
Naresh Manwani
P. Sastry
NoLa
116
214
0
14 Mar 2014
Margins, Shrinkage, and Boosting
Margins, Shrinkage, and Boosting
Matus Telgarsky
57
73
0
18 Mar 2013
Noise Tolerance under Risk Minimization
Noise Tolerance under Risk Minimization
Naresh Manwani
S. M. I. P. S. Sastry
NoLa
150
276
0
24 Sep 2011
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