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CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks.

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Title: CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks.
Authors: Wang K; DistriNet, Department of Computer Science, Campus Bruges, KU Leuven, Bruges, 8200, Belgium; Flanders Make@KU Leuven, Leuven, Belgium. Electronic address: kaizheng.wang@kuleuven.be., Shariatmadar K; LMSD, Department of Mechanical Engineering, Campus Bruges, KU Leuven, Bruges, 8200, Belgium; Flanders Make@KU Leuven, Leuven, Belgium. Electronic address: keivan.shariatmadar@kuleuven.be., Manchingal SK; Visual Artificial Intelligence Laboratory, Oxford Brookes University, Oxford, OX3 0BP, UK. Electronic address: 19185895@brookes.ac.uk., Cuzzolin F; Visual Artificial Intelligence Laboratory, Oxford Brookes University, Oxford, OX3 0BP, UK. Electronic address: fabio.cuzzolin@brookes.ac.uk., Moens D; LMSD, Department of Mechanical Engineering, Campus De Nayer, KU Leuven, Sint-Katelijne-Waver, 2860, Belgium; Flanders Make@KU Leuven, Leuven, Belgium. Electronic address: david.moens@kuleuven.be., Hallez H; DistriNet, Department of Computer Science, Campus Bruges, KU Leuven, Bruges, 8200, Belgium. Electronic address: hans.hallze@kuleuven.be.
Source: Neural networks : the official journal of the International Neural Network Society [Neural Netw] 2025 May; Vol. 185, pp. 107198. Date of Electronic Publication: 2025 Jan 27.
Publication Type: Journal Article
Journal Info: Publisher: Pergamon Press Country of Publication: United States NLM ID: 8805018 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-2782 (Electronic) Linking ISSN: 08936080 NLM ISO Abbreviation: Neural Netw Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Wang+K%22">Wang K</searchLink>; DistriNet, Department of Computer Science, Campus Bruges, KU Leuven, Bruges, 8200, Belgium; Flanders Make@KU Leuven, Leuven, Belgium. Electronic address: kaizheng.wang@kuleuven.be.<br /><searchLink fieldCode="AU" term="%22Shariatmadar+K%22">Shariatmadar K</searchLink>; LMSD, Department of Mechanical Engineering, Campus Bruges, KU Leuven, Bruges, 8200, Belgium; Flanders Make@KU Leuven, Leuven, Belgium. Electronic address: keivan.shariatmadar@kuleuven.be.<br /><searchLink fieldCode="AU" term="%22Manchingal+SK%22">Manchingal SK</searchLink>; Visual Artificial Intelligence Laboratory, Oxford Brookes University, Oxford, OX3 0BP, UK. Electronic address: 19185895@brookes.ac.uk.<br /><searchLink fieldCode="AU" term="%22Cuzzolin+F%22">Cuzzolin F</searchLink>; Visual Artificial Intelligence Laboratory, Oxford Brookes University, Oxford, OX3 0BP, UK. Electronic address: fabio.cuzzolin@brookes.ac.uk.<br /><searchLink fieldCode="AU" term="%22Moens+D%22">Moens D</searchLink>; LMSD, Department of Mechanical Engineering, Campus De Nayer, KU Leuven, Sint-Katelijne-Waver, 2860, Belgium; Flanders Make@KU Leuven, Leuven, Belgium. Electronic address: david.moens@kuleuven.be.<br /><searchLink fieldCode="AU" term="%22Hallez+H%22">Hallez H</searchLink>; DistriNet, Department of Computer Science, Campus Bruges, KU Leuven, Bruges, 8200, Belgium. Electronic address: hans.hallze@kuleuven.be.
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              Text: 2025 May
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