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Optimal strategies for reject option classifiers

Optimal strategies for reject option classifiers

29 January 2021
V. Franc
D. Prusa
V. Voráček
ArXivPDFHTML

Papers citing "Optimal strategies for reject option classifiers"

10 / 10 papers shown
Title
Adaptive Temperature Scaling with Conformal Prediction
Adaptive Temperature Scaling with Conformal Prediction
Nikita Kotelevskii
Mohsen Guizani
Eric Moulines
Maxim Panov
14
0
0
21 May 2025
A Connection Between Learning to Reject and Bhattacharyya Divergences
A Connection Between Learning to Reject and Bhattacharyya Divergences
Alexander Soen
60
0
0
08 May 2025
Interpretable and Fair Mechanisms for Abstaining Classifiers
Interpretable and Fair Mechanisms for Abstaining Classifiers
Daphne Lenders
Andrea Pugnana
Roberto Pellungrini
Toon Calders
D. Pedreschi
F. Giannotti
FaML
99
1
0
24 Mar 2025
A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators
A Novel Characterization of the Population Area Under the Risk Coverage Curve (AURC) and Rates of Finite Sample Estimators
Han Zhou
Jordy Van Landeghem
Teodora Popordanoska
Matthew B. Blaschko
46
0
0
20 Oct 2024
A Causal Framework for Evaluating Deferring Systems
A Causal Framework for Evaluating Deferring Systems
Filippo Palomba
Andrea Pugnana
Jose M. Alvarez
Salvatore Ruggieri
CML
59
3
0
29 May 2024
Rejection via Learning Density Ratios
Rejection via Learning Density Ratios
Alexander Soen
Hisham Husain
Philip Schulz
Vu-Linh Nguyen
63
2
0
29 May 2024
Revisiting Confidence Estimation: Towards Reliable Failure Prediction
Revisiting Confidence Estimation: Towards Reliable Failure Prediction
Fei Zhu
Xu-Yao Zhang
Zhen Cheng
Cheng-Lin Liu
UQCV
57
10
0
05 Mar 2024
Is Out-of-Distribution Detection Learnable?
Is Out-of-Distribution Detection Learnable?
Zhen Fang
Yixuan Li
Jie Lu
Jiahua Dong
Bo Han
Feng Liu
OODD
44
125
0
26 Oct 2022
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
26
1
0
11 Sep 2022
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
278
5,695
0
05 Dec 2016
1