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,...

Full description

Saved in:
Bibliographic Details
Main Authors: Jing Zhang, Yunfei Qiu, Libo Dong
Format: Article
Language:English
Published: Springer 2025-08-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Online Access:https://doi.org/10.1007/s44443-025-00175-3
Tags: Add Tag
No Tags, Be the first to tag this record!