Contrastive Pre-training with Adversarial Perturbations for Check-In Sequence Representation Learning. - Letian Gong; Youfang Lin; Shengnan Guo 001; Yan Lin 006; Tianyi Wang; Erwen Zheng; Zeyu Zhou 001; Huaiyu Wan (AAAI, 2023)

Self-Supervised Spatial-Temporal Bottleneck Attentive Network for Efficient Long-term Traffic Forecasting. - Shengnan Guo 001; Youfang Lin; Letian Gong; Chenyu Wang; Zeyu Zhou 001; Zekai Shen; Yiheng Huang; Huaiyu Wan (ICDE, 2023)

PLM4Traj: Cognizing Movement Patterns and Travel Purposes from Trajectories with Pre-trained Language Models. - Zeyu Zhou 001; Yan Lin 006; Haomin Wen; Shengnan Guo 001; Jilin Hu; Youfang Lin; Huaiyu Wan (CoRR, 2024)

UniTE: A Survey and Unified Pipeline for Pre-training ST Trajectory Embeddings. - Yan Lin 006; Zeyu Zhou 001; Yichen Liu 003; Haochen Lv 001; Haomin Wen; Tianyi Li 005; Yushuai Li; Christian S. Jensen; Shengnan Guo 001; Youfang Lin; Huaiyu Wan (CoRR, 2024)

PTrajM: Efficient and Semantic-rich Trajectory Learning with Pretrained Trajectory-Mamba. - Yan Lin 006; Yichen Liu 003; Zeyu Zhou 001; Haomin Wen; Erwen Zheng; Shengnan Guo 001; Youfang Lin; Huaiyu Wan (CoRR, 2024)

TrajFM: A Vehicle Trajectory Foundation Model for Region and Task Transferability. - Yan Lin 006; Tonglong Wei; Zeyu Zhou 001; Haomin Wen; Jilin Hu; Shengnan Guo 001; Youfang Lin; Huaiyu Wan (CoRR, 2024)

Spatial-Temporal Cross-View Contrastive Pre-Training for Check-in Sequence Representation Learning. - Letian Gong; Huaiyu Wan; Shengnan Guo 001; Xiucheng Li; Yan Lin 006; Erwen Zheng; Tianyi Wang; Zeyu Zhou 001; Youfang Lin (IEEE Trans. Knowl. Data Eng., 2024)

UniTE: A Survey and Unified Pipeline for Pre-Training Spatiotemporal Trajectory Embeddings. - Yan Lin 006; Zeyu Zhou 001; Yichen Liu 003; Haochen Lv 001; Haomin Wen; Tianyi Li 005; Yushuai Li; Christian S. Jensen; Shengnan Guo 001; Youfang Lin; Huaiyu Wan (IEEE Trans. Knowl. Data Eng., 2025)

TransferTraj: A Vehicle Trajectory Learning Model for Region and Task Transferability. - Tonglong Wei; Yan Lin 006; Zeyu Zhou 001; Haomin Wen; Jilin Hu; Shengnan Guo 001; Youfang Lin; Gao Cong; Huaiyu Wan (CoRR, 2025)