activity
20232025
most citedLLMLight: Large Language Models as Traffic Signal Control Agents

10 citations · 24 across the 11 of their papers we have counts for

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5 papers · 1 filter

cs.LG2024

Labor Migration Modeling through Large-scale Job Query Data

Zhuoning Guo, Le Zhang, Hengshu Zhu +3

Accurate and timely modeling of labor migration is crucial for various urban governance and commercial tasks, such as local policy-making and business site selection. However, exis…

cs.LG2024

Meta-Transfer Learning Powered Temporal Graph Networks for Cross-City Real Estate Appraisal

Weijia Zhang, Jindong Han, Hao Liu +3

Real estate appraisal is important for a variety of endeavors such as real estate deals, investment analysis, and real property taxation. Recently, deep learning has shown great pr…

cs.LG2024

Interpretable Cascading Mixture-of-Experts for Urban Traffic Congestion Prediction

Wenzhao Jiang, Jindong Han, Hao Liu +3

Rapid urbanization has significantly escalated traffic congestion, underscoring the need for advanced congestion prediction services to bolster intelligent transportation systems.…

cs.LG2023★ 2 cited

When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook

Wenzhao Jiang, Hao Liu, Hui Xiong

Graph Neural Networks (GNNs) have emerged as powerful representation learning tools for capturing complex dependencies within diverse graph-structured data. Despite their success i…

cs.LG2023★ 4 cited

Machine Learning for Urban Air Quality Analytics: A Survey

Jindong Han, Weijia Zhang, Hao Liu +1

The increasing air pollution poses an urgent global concern with far-reaching consequences, such as premature mortality and reduced crop yield, which significantly impact various a…