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On the Role of Dataset Quality and Heterogeneity in Model Confidence

On the Role of Dataset Quality and Heterogeneity in Model Confidence

23 February 2020
Yuan Zhao
Jiasi Chen
Samet Oymak
ArXivPDFHTML

Papers citing "On the Role of Dataset Quality and Heterogeneity in Model Confidence"

5 / 5 papers shown
Title
Learning When to Say "I Don't Know"
Learning When to Say "I Don't Know"
Nicholas Kashani Motlagh
Jim Davis
Tim Anderson
Jeremy Gwinnup
16
1
0
11 Sep 2022
AutoBalance: Optimized Loss Functions for Imbalanced Data
AutoBalance: Optimized Loss Functions for Imbalanced Data
Mingchen Li
Xuechen Zhang
Christos Thrampoulidis
Jiasi Chen
Samet Oymak
14
67
0
04 Jan 2022
Post-hoc Models for Performance Estimation of Machine Learning Inference
Post-hoc Models for Performance Estimation of Machine Learning Inference
Xuechen Zhang
Samet Oymak
Jiasi Chen
UQCV
13
4
0
06 Oct 2021
Label-Imbalanced and Group-Sensitive Classification under
  Overparameterization
Label-Imbalanced and Group-Sensitive Classification under Overparameterization
Ganesh Ramachandra Kini
Orestis Paraskevas
Samet Oymak
Christos Thrampoulidis
27
93
0
02 Mar 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
270
5,660
0
05 Dec 2016
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