2 papers
cs.LG2025
Joker: Joint Optimization Framework for Lightweight Kernel Machines
Junhong Zhang, Zhihui Lai
Kernel methods are powerful tools for nonlinear learning with well-established theory. The scalability issue has been their long-standing challenge. Despite the existing success, t…
cs.LG2024
NPSVC++: Nonparallel Classifiers Encounter Representation Learning
Junhong Zhang, Zhihui Lai, Jie Zhou +1
This paper focuses on a specific family of classifiers called nonparallel support vector classifiers (NPSVCs). Different from typical classifiers, the training of an NPSVC involves…