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Identify ambiguous tasks combining crowdsourced labels by weighting Areas Under the Margin

30 September 2022

Papers citing "Identify ambiguous tasks combining crowdsourced labels by weighting Areas Under the Margin"

20 / 20 papers shown

Title
Beyond neural scaling laws: beating power law scaling via data pruning Ben Sorscher Robert Geirhos Shashank Shekhar Surya Ganguli Ari S. Morcos 97 444 0 29 Jun 2022
Datamodels: Predicting Predictions from Training Data Andrew Ilyas Sung Min Park Logan Engstrom Guillaume Leclerc Aleksander Madry TDI 131 142 0 01 Feb 2022
Deep Learning on a Data Diet: Finding Important Examples Early in Training Mansheej Paul Surya Ganguli Gintare Karolina Dziugaite 119 461 0 15 Jul 2021
Learning from Crowds by Modeling Common Confusions Zhendong Chu Jing Ma Hongning Wang NoLa 45 47 0 24 Dec 2020
Adversarial Crowdsourcing Through Robust Rank-One Matrix Completion Qianqian Ma Alexander Olshevsky 73 32 0 23 Oct 2020
A statistical theory of cold posteriors in deep neural networks Laurence Aitchison UQCV BDL 66 70 0 13 Aug 2020
Identifying Mislabeled Data using the Area Under the Margin Ranking Geoff Pleiss Tianyi Zhang Ethan R. Elenberg Kilian Q. Weinberger NoLa 94 274 0 28 Jan 2020
Confident Learning: Estimating Uncertainty in Dataset Labels Curtis G. Northcutt Lu Jiang Isaac L. Chuang NoLa 157 699 0 31 Oct 2019
Verified Uncertainty Calibration Ananya Kumar Percy Liang Tengyu Ma 180 357 0 23 Sep 2019
Human uncertainty makes classification more robust Joshua C. Peterson Ruairidh M. Battleday Thomas Griffiths Olga Russakovsky OOD 64 306 0 19 Aug 2019
Deep Self-Learning From Noisy Labels Jiangfan Han Ping Luo Xiaogang Wang NoLa 69 282 0 06 Aug 2019
When Does Label Smoothing Help? Rafael Müller Simon Kornblith Geoffrey E. Hinton UQCV 207 1,955 0 06 Jun 2019
Gradient Descent for Sparse Rank-One Matrix Completion for Crowd-Sourced Aggregation of Sparsely Interacting Workers Yao Ma Alexander Olshevsky Venkatesh Saligrama Csaba Szepesvári 59 25 0 25 Apr 2019
Fast Dawid-Skene: A Fast Vote Aggregation Scheme for Sentiment Classification Vaibhav Sinha Sukrut Rao V. Balasubramanian 55 29 0 07 Mar 2018
Convolutional Neural Network Achieves Human-level Accuracy in Music Genre Classification Mingwen Dong 36 37 0 27 Feb 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 301 9,811 0 25 Oct 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,871 0 14 Jun 2017
The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification Cheng Ju Aurélien F. Bibaut Mark van der Laan UQCV 80 360 0 05 Apr 2017
Regularized Minimax Conditional Entropy for Crowdsourcing Dengyong Zhou Qiang Liu John C. Platt Christopher Meek Nihar B. Shah NoLa 54 71 0 25 Mar 2015
Minimax Optimal Convergence Rates for Estimating Ground Truth from Crowdsourced Labels Chao Gao Dengyong Zhou 155 71 0 22 Oct 2013