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cs.LG2025★ 1 cited
A Systematic Literature Review on Multi-label Data Stream Classification
H. Freire-Oliveira, E. R. F. Paiva, J. Gama +2
Classification in the context of multi-label data streams represents a challenge that has attracted significant attention due to its high real-world applicability. However, this ta…
cs.LG2024
Dynamic Environment Responsive Online Meta-Learning with Fairness Awareness
Chen Zhao, Feng Mi, Xintao Wu +3
The fairness-aware online learning framework has emerged as a potent tool within the context of continuous lifelong learning. In this scenario, the learner's objective is to progre…
cs.LG2023
Algorithmic Fairness Generalization under Covariate and Dependence Shifts Simultaneously
Chen Zhao, Kai Jiang, Xintao Wu +4
The endeavor to preserve the generalization of a fair and invariant classifier across domains, especially in the presence of distribution shifts, becomes a significant and intricat…