2 citations · 4 across the 4 of their papers we have counts for
5 papers
FUSE-Traffic: Fusion of Unstructured and Structured Data for Event-aware Traffic Forecasting
Chenyang Yu, Xinpeng Xie, Yan Huang +1
Accurate traffic forecasting is a core technology for building Intelligent Transportation Systems (ITS), enabling better urban resource allocation and improved travel experiences.…
FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs
Chenyang Yu, Xinpeng Xie, Yan Huang +1
Accurate traffic flow prediction is vital for optimizing urban mobility, yet it remains difficult in many cities due to complex spatio-temporal dependencies and limited high-qualit…
A Decade of Metric Differential Privacy: Advancements and Applications
Xinpeng Xie, Chenyang Yu, Yan Huang +2
Metric Differential Privacy (mDP) builds upon the core principles of Differential Privacy (DP) by incorporating various distance metrics, which offer adaptable and context-sensitiv…
Protecting Vehicle Location Privacy with Contextually-Driven Synthetic Location Generation
Sourabh Yadav, Chenyang Yu, Xinpeng Xie +2
Geo-obfuscation is a Location Privacy Protection Mechanism used in location-based services that allows users to report obfuscated locations instead of exact ones. A formal privacy…
Harnessing LLMs for Cross-City OD Flow Prediction
Chenyang Yu, Xinpeng Xie, Yan Huang +1
Understanding and predicting Origin-Destination (OD) flows is crucial for urban planning and transportation management. Traditional OD prediction models, while effective within sin…