Black-Box Reductions for Zeroth-Order Gradient Algorithms to Achieve Lower Query Complexity. - Bin Gu 001; Xiyuan Wei; Shangqian Gao; Ziran Xiong; Cheng Deng; Heng Huang (J. Mach. Learn. Res., 2021)

A kernel path algorithm for general parametric quadratic programming problem. - Bin Gu 001; Ziran Xiong; Shuyang Yu; Guansheng Zheng (Pattern Recognit., 2021)

End-to-End Semi-Supervised Ordinal Regression AUC Maximization with Convolutional Kernel Networks. - Ziran Xiong; Wanli Shi; Bin Gu 001 (KDD, 2022)

Kernel Path for ν-Support Vector Classification. - Bin Gu 001; Ziran Xiong; Xiang Li 012; Zhou Zhai; Guansheng Zheng (IEEE Trans. Neural Networks Learn. Syst., 2023)

Kernel Error Path Algorithm. - Ziran Xiong; Charles X. Ling; Bin Gu 001 (IEEE Trans. Neural Networks Learn. Syst., 2023)

Global Model Selection for Semi-Supervised Support Vector Machine via Solution Paths. - Yajing Fan; Shuyang Yu; Bin Gu 001; Ziran Xiong; Zhou Zhai; Heng Huang; Yi Chang 001 (IEEE Trans. Neural Networks Learn. Syst., 2025)