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Credal Bayesian Deep Learning

Credal Bayesian Deep Learning

19 February 2023
Michele Caprio
Souradeep Dutta
Kuk Jin Jang
Vivian Lin
Radoslav Ivanov
O. Sokolsky
Insup Lee
    OOD
    BDL
    UQCV
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Papers citing "Credal Bayesian Deep Learning"

7 / 7 papers shown
Title
Generalization Bounds and Stopping Rules for Learning with Self-Selected Data
Generalization Bounds and Stopping Rules for Learning with Self-Selected Data
Julian Rodemann
James Bailie
SSL
53
1
0
12 May 2025
Off-Switching Not Guaranteed
Off-Switching Not Guaranteed
Sven Neth
87
0
0
13 Feb 2025
A Unified Evaluation Framework for Epistemic Predictions
A Unified Evaluation Framework for Epistemic Predictions
Shireen Kudukkil Manchingal
Muhammad Mubashar
Kaizheng Wang
Fabio Cuzzolin
UQCV
64
2
0
28 Jan 2025
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks
Kaizheng Wang
Keivan K1 Shariatmadar
Shireen Kudukkil Manchingal
Fabio Cuzzolin
David Moens
Hans Hallez
UQCV
BDL
92
12
0
28 Jan 2025
Conformalized Credal Regions for Classification with Ambiguous Ground Truth
Conformalized Credal Regions for Classification with Ambiguous Ground Truth
Michele Caprio
David Stutz
Shuo Li
Arnaud Doucet
UQCV
64
4
0
07 Nov 2024
Using Semantic Information for Defining and Detecting OOD Inputs
Using Semantic Information for Defining and Detecting OOD Inputs
Ramneet Kaur
Xiayan Ji
Souradeep Dutta
Michele Caprio
Yahan Yang
E. Bernardis
O. Sokolsky
Insup Lee
OODD
26
7
0
21 Feb 2023
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction
Sangdon Park
Osbert Bastani
Nikolai Matni
Insup Lee
UQCV
133
68
0
31 Dec 2019
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