Aug 2026
CSW-AL: A category-scaling weight schema for imbalanced multi-domain active learning.
This work introduces a comprehensive framework featuring a dynamic category-scaling weight mechanism that hierarchically addresses imbalance at the sample and domain levels, and builds a progressively refined "Ideal Domain" through the adaptive integration of well-performing domains.
Yanchao Li, Guanxiao Li, Xiaoli Wang et al.
· Neural Networks · 0 citations