| 2026 | ACL | LLM-Driven Multi-Perspective Location Completion for Next Location Prediction. | Pengxiang Lan, Enneng Yang, Yuliang Liang, Jianzhe Zhao, Linying Jiang, Guibing Guo |
| 2026 | SIGIR | Multi-Perspective Driven Expected Location Preferences for Next POI Recommendations. | Pengxiang Lan, Enneng Yang, Yuliang Liang, Jianzhe Zhao, Guibing Guo, Hai Zhao |
| 2025 | AAAI | EPT: Efficient Prompt Tuning by Multi-Space Projection and Prompt Fusion. | Pengxiang Lan, Enneng Yang, Yuting Liu, Guibing Guo, Jianzhe Zhao, Xingwei Wang |
| 2025 | ACL | Knowledge Decoupling via Orthogonal Projection for Lifelong Editing of Large Language Models. | Haoyu Xu, Pengxiang Lan, Enneng Yang, Guibing Guo, Jianzhe Zhao, Linying Jiang, Xingwei Wang |
| 2025 | NAACL | Efficient and Effective Prompt Tuning via Prompt Decomposition and Compressed Outer Product. | Pengxiang Lan, Haoyu Xu, Enneng Yang, Yuliang Liang, Guibing Guo, Jianzhe Zhao, Xingwei Wang |
| 2025 | WWW | Graph Representation Learning via Causal Diffusion for Out-of-Distribution Recommendation. | Chu Zhao, Enneng Yang, Yuliang Liang, Pengxiang Lan, Yuting Liu, Jianzhe Zhao, Guibing Guo, Xingwei Wang |
| 2024 | PAKDD | Residual Spatio-Temporal Collaborative Networks for Next POI Recommendation. | Yonghao Huang, Pengxiang Lan, Xiaokang Li, Yihao Zhang, Kaibei Li |
| 2023 | DASFAA | Spatio-Temporal Position-Extended and Gated-Deep Network for Next POI Recommendation. | Pengxiang Lan, Yihao Zhang, Haoran Xiang, Yuhao Wang, Wei Zhou |
| 2022 | ICWS | Spatio-Temporal Mogrifier LSTM and Attention Network for Next POI Recommendation. | Yihao Zhang, Pengxiang Lan, Yuhao Wang, Haoran Xiang |