PSO-GA Hyperparameter Optimized ResNet-BiGRU-Based Intrusion Detection Method. - Zhixin Xia; Siyuan He; Changwei Liu; Yongshan Liu; Xiaolei Yang; Huifeng Bu (IEEE Access, 2024)

Credit risk prediction for small and micro enterprises based on federated transfer learning frozen network parameters. - Xiaolei Yang; Zhixin Xia; Junhui Song; Yongshan Liu (J. Netw. Comput. Appl., 2024)

A Spatio-Temporal Tensor Graph Neural Network-Based Method for Node-Link Prediction in Port Networks. - Zhixin Xia; Zhangqi Zheng; Feiyang Wei; Yongshan Liu; Lu Yu (IEEE Access, 2025)