2 papers
cs.LG2026
Granular-Ball Quantum Clustering for Resource-Efficient and Robust Learning
Suzhen Yuan, Qilin Xie, Lifeng Shen +3
Quantum clustering aims to exploit quantum feature representations to uncover complex data structures beyond conventional Euclidean geometry. Yet this sample-level kernel construct…
cs.LG2026
QGB-WNN: Quantum Granular-Ball Learning for Robust Classification
Suzhen Yuan, Dehang Chen, Lifeng Shen +2
Nearest-neighbor classification is widely used in machine learning, yet existing methods often suffer from low computational efficiency and limited robustness in noisy environments…