Constructions of Vector-Valued Filters and Vector-Valued Wavelets. - Jianxun He; Shouyou Huang (J. Appl. Math., 2012)

Robust pairwise learning with Huber loss. - Shouyou Huang; Qiang Wu 003 (J. Complex., 2021)

Robust learning of Huber loss under weak conditional moment. - Shouyou Huang (Neurocomputing, 2022)

Fast rates of minimum error entropy with heavy-tailed noise. - Shouyou Huang (J. Approx. Theory, 2022)

Fast Rates of Gaussian Empirical Gain Maximization With Heavy-Tailed Noise. - Shouyou Huang; Yunlong Feng; Qiang Wu 003 (IEEE Trans. Neural Networks Learn. Syst., 2022)

TD-YOLO: Taylor-Attention based Dehazing for Enhanced YOLO Detection Performance. - Shimeng Hou; Yiqi Zhang; Wenlong Zhai; Shouyou Huang; Lingyu Si; Linjuan Cheng (CNIOT, 2024)

Pairwise Learning With Gaussian Empirical Gain Function. - Gongli Chen; Qian Sun; Shouyou Huang (IEEE Access, 2024)

Generalization bounds for pairwise learning with the Huber loss. - Shouyou Huang; Zhiyi Zeng; Siying Jiang (Neurocomputing, 2025)