| 2025 | CSCWD | Collaborative Optimization of Label Protection in Large Language Models with an Adaptive Rnyi Divergence Approach. | Siyi Zhang, Xiaoyan Liang, Ruizhong Du, Jian Geng |
| 2025 | CSCWD | Joint Perturbation and Aggregation for Sparse Gradients in Federated Learning. | Yongwei Lu, Xiaoyan Liang, Ruizhong Du, Junfeng Tian |
| 2025 | CSCWD | AIDPFL: An Adaptive Improvement Approach for Differential Privacy Federated Learning. | Jinkun Pan, Xiaoyan Liang, Ruizhong Du |
| 2025 | IJCNN | BRAFL: Byzantine-Robust Aggregation Scheme for Federated Learning under Data Heterogeneity. | Mengxing Qiu, Zhiguo Liu, Ruizhong Du, Xiaoyan Liang |
| 2025 | SMC | GFPrompt: A Feedback-Driven Framework that Synergizes GRASP with LLMs for Discrete Prompt Optimization. | Xin Zhou, Xiaoyan Liang, Ruizhong Du, Ziyuan Wang |
| 2025 | TrustCom | ConCloneDep: A Confidence-Aware Clone-Based Dependency Identification Approach in C/C++ Open-Source Components. | Jianxing He, Xi Chen, Shan Yao, Xiaoyan Liang, Ruizhong Du |
| 2024 | SMC | AODPFL: An Adaptive Optimization Method for Differentially Private Federated Learning. | Mengxing Qiu, Xiaoyan Liang, Ruizhong Du |
| 2024 | SMC | BTVD-BERT: A Bilingual Domain-Adaptation Pre-Trained Model for Textural Vulnerability Descriptions. | Ziyuan Wang, Xiaoyan Liang, Ruizhong Du, Xin Zhou |
| 2024 | TrustCom | OFLGI: An Optimization-based Feature-Level Gradient Inversion Attack. | Yongwei Lu, Xiaoyan Liang, Ruizhong Du, Junfeng Tian |
| 2024 | WISE | FL-PPELA: Partial Parameter Enhancement and Local Adaptive Aggregation for Personalized Federated Learning. | Jinkun Pan, Xiaoyan Liang, Ruizhong Du |
| 2013 | CIS | A Verification Method of Enterprise Network Reachability Based on Topology Path. | Yazhuo Li, Yang Luo, Zhao Wei, Chunhe Xia, Xiaoyan Liang |