Pre-training Context and Time Aware Location Embeddings from Spatial-Temporal Trajectories for User Next Location Prediction. - Yan Lin 006; Huaiyu Wan; Shengnan Guo 001; Youfang Lin (AAAI, 2021)

Contrastive Pre-training of Spatial-Temporal Trajectory Embeddings. - Yan Lin 006; Huaiyu Wan; Shengnan Guo 001; Youfang Lin (CoRR, 2022)

Pre-Training Time-Aware Location Embeddings from Spatial-Temporal Trajectories. - Huaiyu Wan; Yan Lin 006; Shengnan Guo 001; Youfang Lin (IEEE Trans. Knowl. Data Eng., 2022)

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)

WITRAN: Water-wave Information Transmission and Recurrent Acceleration Network for Long-range Time Series Forecasting. - Yuxin Jia; Youfang Lin; Xinyan Hao; Yan Lin 006; Shengnan Guo 001; Huaiyu Wan (NeurIPS, 2023)

Origin-Destination Travel Time Oracle for Map-based Services. - Yan Lin 006; Huaiyu Wan; Jilin Hu; Shengnan Guo 001; Bin Yang 002; Youfang Lin; Christian S. Jensen (Proc. ACM Manag. Data, 2023)

Adversarial self-attentive time-variant neural networks for multi-step time series forecasting. - Changxia Gao; Ning Zhang; Youru Li; Yan Lin 006; Huaiyu Wan (Expert Syst. Appl., 2023)

Multi-scale adaptive attention-based time-variant neural networks for multi-step time series forecasting. - Changxia Gao; Ning Zhang; Youru Li; Yan Lin 006; Huaiyu Wan (Appl. Intell., 2023)

Mobility-LLM: Learning Visiting Intentions and Travel Preference from Human Mobility Data with Large Language Models. - Letian Gong; Yan Lin 006; Xinyue Zhang; Yiwen Lu; Xuedi Han; Yichen Liu 003; Shengnan Guo 001; Youfang Lin; Huaiyu Wan (NeurIPS, 2024)

GTM: General Trajectory Modeling with Auto-regressive Generation of Feature Domains. - Yan Lin 006; Jilin Hu; Shengnan Guo 001; Bin Yang 002; Christian S. Jensen; Youfang Lin; Huaiyu Wan (CoRR, 2024)

Diff-RNTraj: A Structure-aware Diffusion Model for Road Network-constrained Trajectory Generation. - Tonglong Wei; Youfang Lin; Shengnan Guo 001; Yan Lin 006; Yiheng Huang; Chenyang Xiang; Yuqing Bai; Menglu Ya; Huaiyu Wan (CoRR, 2024)

OverleafCopilot: Empowering Academic Writing in Overleaf with Large Language Models. - Haomin Wen; Zhenjie Wei; Yan Lin 006; Jiyuan Wang 001; Yuxuan Liang; Huaiyu Wan (CoRR, 2024)

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)

PTR: A Pre-trained Language Model for Trajectory Recovery. - Tonglong Wei; Yan Lin 006; Youfang Lin; Shengnan Guo 001; Jilin Hu; Gao Cong; Huaiyu Wan (CoRR, 2024)

Mobility-LLM: Learning Visiting Intentions and Travel Preferences from Human Mobility Data with Large Language Models. - Letian Gong; Yan Lin 006; Xinyue Zhang; Yiwen Lu; Xuedi Han; Yichen Liu 003; Shengnan Guo 001; Youfang Lin; Huaiyu Wan (CoRR, 2024)

An Experimental Evaluation of Imputation Models for Spatial-Temporal Traffic Data. - Shengnan Guo 001; Tonglong Wei; Yiheng Huang; Miaomiao Zhao; Ran Chen; Yan Lin 006; Youfang Lin; Huaiyu Wan (CoRR, 2024)

Inductive and adaptive graph convolution networks equipped with constraint task for spatial-temporal traffic data kriging. - Tonglong Wei; Youfang Lin; Shengnan Guo 001; Yan Lin 006; Yiji Zhao; Xiyuan Jin; Zhihao Wu 001; Huaiyu Wan (Knowl. Based Syst., 2024)

Micro-Macro Spatial-Temporal Graph-Based Encoder-Decoder for Map-Constrained Trajectory Recovery. - Tonglong Wei; Youfang Lin; Yan Lin 006; Shengnan Guo 001; Lan Zhang; Huaiyu Wan (IEEE Trans. Knowl. Data Eng., 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)

Pre-Training General Trajectory Embeddings With Maximum Multi-View Entropy Coding. - Yan Lin 006; Huaiyu Wan; Shengnan Guo 001; Jilin Hu; Christian S. Jensen; Youfang Lin (IEEE Trans. Knowl. Data Eng., 2024)

Diff-RNTraj: A Structure-Aware Diffusion Model for Road Network-Constrained Trajectory Generation. - Tonglong Wei; Youfang Lin; Shengnan Guo 001; Yan Lin 006; Yiheng Huang; Chenyang Xiang; Yuqing Bai; Huaiyu Wan (IEEE Trans. Knowl. Data Eng., 2024)

DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation. - Xiaowei Mao; Yan Lin 006; Shengnan Guo 001; Yubin Chen; Xingyu Xian; Haomin Wen; Qisen Xu; Youfang Lin; Huaiyu Wan (AAAI, 2025)

DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting. - Xiangfei Qiu; Xingjian Wu; Yan Lin 006; Chenjuan Guo; Jilin Hu; Bin Yang 002 (KDD (1), 2025)

Path-LLM: A Multi-Modal Path Representation Learning by Aligning and Fusing with Large Language Models. - Yongfu Wei; Yan Lin 006; Hongfan Gao; Ronghui Xu 001; Sean Bin Yang; Jilin Hu (WWW, 2025)

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)

STCDM: Spatio-Temporal Contrastive Diffusion Model for Check-In Sequence Generation. - Letian Gong; Shengnan Guo 001; Yan Lin 006; Yichen Liu 003; Erwen Zheng; Yiwei Shuang; Youfang Lin; Jilin Hu; 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)

UVTM: Universal Vehicle Trajectory Modeling With ST Feature Domain Generation. - Yan Lin 006; Jilin Hu; Shengnan Guo 001; Bin Yang 002; Christian S. Jensen; Youfang Lin; Huaiyu Wan (IEEE Trans. Knowl. Data Eng., 2025)