activity
20192026
most citedOn Network Embedding for Machine Learning on Road Networks: A Case Study on the Danish Road Network

25 citations · 29 across the 12 of their papers we have counts for

collaborators
Showing 2025Show all

5 papers · 1 filter

cs.LG2025

Spatio-Temporal Trajectory Foundation Model - Recent Advances and Future Directions

Sean Bin Yang, Ying Sun, Yunyao Cheng +3

Foundation models (FMs) have emerged as a powerful paradigm, enabling a diverse range of data analytics and knowledge discovery tasks across scientific fields. Inspired by the succ…

cs.CY2025

Advancing Knowledge Tracing by Exploring Follow-up Performance Trends

Hengyu Liu, Yushuai Li, Minghe Yu +6

Intelligent Tutoring Systems (ITS), such as Massive Open Online Courses, offer new opportunities for human learning. At the core of such systems, knowledge tracing (KT) predicts st…

cs.LG2025

MH-GIN: Multi-scale Heterogeneous Graph-based Imputation Network for AIS Data (Extended Version)

Hengyu Liu, Tianyi Li, Yuqiang He +3

Location-tracking data from the Automatic Identification System, much of which is publicly available, plays a key role in a range of maritime safety and monitoring applications. Ho…

cs.DB2025

ACTIVE: Continuous Similarity Search for Vessel Trajectories

Tiantian Liu, Hengyu Liu, Tianyi Li +2

Publicly available vessel trajectory data is emitted continuously from the global AIS system. Continuous trajectory similarity search on this data has applications in, e.g., mariti…

cs.CV2025

A Multi-Modal Knowledge-Enhanced Framework for Vessel Trajectory Prediction

Haomin Yu, Tianyi Li, Kristian Torp +1

Accurate vessel trajectory prediction facilitates improved navigational safety, routing, and environmental protection. However, existing prediction methods are challenged by the ir…