| 2026 | ACL | FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion. | Tao Fan, Guoqiang Ma, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang |
| 2026 | PAKDD | Federated Co-tuning Framework for Large and Small Language Models. | Tao Fan, Yan Kang, Guoqiang Ma, Lixin Fan, Shuoling Liu, Kai Chen, Qiang Yang |
| 2025 | COLING | FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models. | Tao Fan, Guoqiang Ma, Yan Kang, Hanlin Gu, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang |
| 2025 | EMNLP | FedCoT: Federated Chain-of-Thought Distillation for Large Language Models. | Tao Fan, Weijing Chen, Yan Kang, Guoqiang Ma, Hanlin Gu, Yuanfeng Song, Lixin Fan, Qiang Yang |
| 2025 | EMNLP | PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation. | Tao Fan, Guoqiang Ma, Yuanfeng Song, Lixin Fan, Qiang Yang |
| 2024 | PAKDD | SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree. | Tao Fan, Weijing Chen, Guoqiang Ma, Yan Kang, Lixin Fan, Qiang Yang |
| 2013 | ICNC | The research of experiment design based on simulation information reliability and Bayesian posteriori risk. | Jing Meng, Guoqiang Ma |