Points of Interest (POIs), such as entertainment, dining, and living, are crucial for urban
planning and location-based services. However, the high dynamics and expensive updating …

Node ranking in heterogeneous graphs, which quantifies the relative importance of nodes,
can often be improved by incorporating information from relevant paths. Graph database …

Link prediction, determining if a relation exists between two entities, is an essential task in
the analysis of heterogeneous graphs with diverse entities and relations. Despite extensive …

Accurate road networks play a crucial role in modern mobile applications such as navigation
and last-mile delivery. Most existing studies primarily focus on generating road networks in …

Urban traffic is subject to disruptions that cause extended waiting time and safety issues at
signalized intersections. While numerous studies have addressed the issue of intelligent …

For a nationwide logistics transportation system, it is critical to make the vehicle loading
plans (ie, given many packages, deciding vehicle types and numbers) at each sorting and …

Human behavior prediction is an essential AI-based task, which has inspired many real-
world applications. In last-mile logistics, predicting couriers' behavior can benefit the …

In on-demand delivery, online orders are delivered by couriers from merchants to customers
within a short time (eg, 45 minutes). An important task is to provide an efficient order …

Illegal parking prediction is a crucial problem to help stakeholders with better urban
planning and management. Existing works advance the field by capturing complex traffic …

Fine-grained community-building information, such as building names and accurate
geographical coordinates, is critical for a range of practical applications like navigation and …