activity
20192026
most citedUrbanFM: Inferring Fine-Grained Urban Flows

126 citations · 136 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2026

Prior Knowledge-enhanced Spatio-temporal Epidemic Forecasting

Sijie Ruan, Jinyu Li, Jia Wei +7

Spatio-temporal epidemic forecasting is critical for public health management, yet existing methods often struggle with insensitivity to weak epidemic signals, over-simplified spat…

cs.AI2025

M-STAR: Multi-Scale Spatiotemporal Autoregression for Human Mobility Modeling

Yuxiao Luo, Songming Zhang, Sijie Ruan +5

Modeling human mobility is vital for extensive applications such as transportation planning and epidemic modeling. With the rise of the Artificial Intelligence Generated Content (A…

cs.LG2025

A Gravity-informed Spatiotemporal Transformer for Human Activity Intensity Prediction

Yi Wang, Zhenghong Wang, Fan Zhang +9

Human activity intensity prediction is crucial to many location-based services. Despite tremendous progress in modeling dynamics of human activity, most existing methods overlook p…

cs.LG2023★ 2 cited

KITS: Inductive Spatio-Temporal Kriging with Increment Training Strategy

Qianxiong Xu, Cheng Long, Ziyue Li +3

Sensors are commonly deployed to perceive the environment. However, due to the high cost, sensors are usually sparsely deployed. Kriging is the tailored task to infer the unobserve…

cs.SI2021★ 6 cited

POI Alias Discovery in Delivery Addresses using User Locations

Tianfu He, Guochun Chen, Chuishi Meng +11

People often refer to a place of interest (POI) by an alias. In e-commerce scenarios, the POI alias problem affects the quality of the delivery address of online orders, bringing s…

cs.CV2020★ 2 cited

Fine-Grained Urban Flow Inference

Kun Ouyang, Yuxuan Liang, Ye Liu +4

The ubiquitous deployment of monitoring devices in urban flow monitoring systems induces a significant cost for maintenance and operation. A technique is required to reduce the num…

cs.CV2019★ 126 cited

UrbanFM: Inferring Fine-Grained Urban Flows

Yuxuan Liang, Kun Ouyang, Lin Jing +5

Urban flow monitoring systems play important roles in smart city efforts around the world. However, the ubiquitous deployment of monitoring devices, such as CCTVs, induces a long-l…