A Predictive Model of COVID-19 mRNA Vaccine Reactivity based on Dual Attention for Federated Learning Scenarios. - Mengyu Ge; Haomiao Yang; Xian Ming; Kunlan Xiang (HPCC/DSS/SmartCity/DependSys, 2022)

A Comprehensive Overview of Backdoor Attacks in Large Language Models within Communication Networks. - Haomiao Yang; Kunlan Xiang; Hongwei Li 001; Rongxing Lu (CoRR, 2023)

Using Highly Compressed Gradients in Federated Learning for Data Reconstruction Attacks. - Haomiao Yang; Mengyu Ge; Kunlan Xiang; Jingwei Li 001 (IEEE Trans. Inf. Forensics Secur., 2023)

FedVAE: Communication-Efficient Federated Learning With Non-IID Private Data. - Haomiao Yang; Mengyu Ge; Kunlan Xiang; Xuejun Bai; Hongwei Li 001 (IEEE Syst. J., 2023)

Gradient Leakage Attacks in Federated Learning: Research Frontiers, Taxonomy, and Future Directions. - Haomiao Yang; Mengyu Ge; Dongyun Xue; Kunlan Xiang; Hongwei Li 001; Rongxing Lu (IEEE Netw., 2024)

A Comprehensive Overview of Backdoor Attacks in Large Language Models Within Communication Networks. - Haomiao Yang; Kunlan Xiang; Mengyu Ge; Hongwei Li 001; Rongxing Lu; Shui Yu 001 (IEEE Netw., 2024)

CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting. - Haoxin Wang; Yipeng Mo; Kunlan Xiang; Nan Yin; Honghe Dai; Bixiong Li; Songhai Fan; Site Mo (AAAI, 2025)

Privacy Preservation of Large Language Models in the Metaverse Era: Research Frontiers, Categorical Comparisons, and Future Directions. - Dabin Huang; Mengyu Ge; Kunlan Xiang; Xiaolei Zhang; Haomiao Yang (Int. J. Netw. Manag., 2025)

PPEC: A Privacy-Preserving, Cost-Effective Incremental Density Peak Clustering Analysis on Encrypted Outsourced Data. - Haomiao Yang; Zikang Ding; Ruiheng Lu; Kunlan Xiang; Hongwei Li 001; Dakui Wu (IEEE Trans. Cloud Comput., 2025)

The Gradient Puppeteer: Adversarial Domination in Gradient Leakage Attacks through Model Poisoning. - Kunlan Xiang; Haomiao Yang; Meng Hao 001; Haoxin Wang; Shaofeng Li 001; Zikang Ding; Tianwei Zhang 004 (CoRR, 2025)

BadTime: An Effective Backdoor Attack on Multivariate Long-Term Time Series Forecasting. - Kunlan Xiang; Haomiao Yang; Meng Hao 001; Haoxin Wang; Shaofeng Li 001; Wenbo Jiang 001 (CoRR, 2025)