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CASAformer:Congestion-aware sparse attention transformer for traffic speed predictionOA

CASAformer:Congestion-aware sparse attention transformer for traffic speed prediction

Yifan Zhang;Qishen Zhou;Jianping Wang;Anastasios Kouvelas;Michail A.Makridis

Department of Computer Science,City University of Hong Kong(Dongguan),Dongguan,523808,ChinaInstitute for Transport Planning and Systems,ETH Zurich,Zurich,8093,SwitzerlandInstitute of Intelligent Transportation Systems,College of Civil Engineering and Architecture,Zhejiang University,Hangzhou,310058,ChinaInstitute for Transport Planning and Systems,ETH Zurich,Zurich,8093,SwitzerlandDepartment of Computer Science,City University of Hong Kong,Hong Kong,999077,China

Traffic predictionTraffic state estimationTraffic congestionDeep learningTransformer

Traffic predictionTraffic state estimationTraffic congestionDeep learningTransformer

《交通研究通讯(英文)》 2025 (2)

92-106,15

The work is supported in part by a grant from Hong Kong Research Grant Council(Grant No.GRF 11216323).

10.1016/j.commtr.2025.100174

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