Conformal deep forest for uncertainty-aware classification

Abstract Uncertainty in deep learning models significantly impacts their performance, robustness, and reliability, making explicit uncertainty quantification a critical research focus. However, existing methods often fail to incorporate relationships between classes into uncertainty quantification,...

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Bibliographic Details
Published in:	Journal of King Saud University: Computer and Information Sciences
Main Authors:	Jing Zhang, Yunfei Qiu, Libo Dong
Format:	Article
Language:	English
Published:	Springer 2025-08-01
Subjects:	Conformal prediction Deep forest Class-wise uncertainty Class relationship
Online Access:	https://doi.org/10.1007/s44443-025-00175-3

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