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Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis
19 March 2023
Subhankar Ghosh
Taha Belkhouja
Yan Yan
J. Doppa
UQCV
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Papers citing
"Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis"
7 / 7 papers shown
Title
Uncertainty Quantification for Machine Learning in Healthcare: A Survey
L. J. L. Lopez
Shaza Elsharief
Dhiyaa Al Jorf
Firas Darwish
Congbo Ma
Farah E. Shamout
23
0
0
04 May 2025
Conformal Prediction: A Data Perspective
Xiaofan Zhou
Baiting Chen
Yu Gui
Lu Cheng
44
2
0
09 Oct 2024
Conformal Prediction via Regression-as-Classification
E. Guha
Shlok Natarajan
Thomas Möllenhoff
Mohammad Emtiyaz Khan
Eugène Ndiaye
20
11
0
12 Apr 2024
Conformal Prediction for Deep Classifier via Label Ranking
Jianguo Huang
Huajun Xi
Linjun Zhang
Huaxiu Yao
Yue Qiu
Hongxin Wei
28
21
0
10 Oct 2023
Distribution-Free, Risk-Controlling Prediction Sets
Stephen Bates
Anastasios Nikolas Angelopoulos
Lihua Lei
Jitendra Malik
Michael I. Jordan
OOD
173
184
0
07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction
Sangdon Park
Osbert Bastani
Nikolai Matni
Insup Lee
UQCV
118
68
0
31 Dec 2019
Cross-conformal predictors
V. Vovk
110
173
0
03 Aug 2012
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