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A CPU-GPU Hybrid Labelling Algorithm for Massive Shortest Distance Queries on Road Networks

Summary: G2H is a CPU-GPU hybrid hop-labeling method for rapidly rebuilding road-network distance indexes under frequent updates, combining hybrid graph partitioning, optimized ordering, and parallel label pruning. It constructs indexes for 6M-vertex networks in under a minute and serves hundreds of millions of queries per second. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
14423
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
11,097 | 23.87%
DOI
10.14778/3712221.3712241

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Authors

BibTeX Citation

@article{li_vldb25,
        title = {{A CPU-GPU Hybrid Labelling Algorithm for Massive Shortest Distance Queries on Road Networks}},
        author = {Li, Jiajia and Chen, Yongzhi and Zhang, Mengxuan and Li, Lei},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {3},
        pages = {770--783},
        doi = {10.14778/3712221.3712241},
        url = {https://doi.org/10.14778/3712221.3712241},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
3 Pregel: A System for Large-Scale Graph Processing 2010 SIGMOD 0.0012250108
20 Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud 2012 VLDB 0.00056944564
195 Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling 2013 SIGMOD 0.00025813775
370 TEDI: Efficient Shortest Path Query Answering on Graphs 2010 SIGMOD 0.00019937972
1,309 An Experimental Study on Hub Labeling based Shortest Path Algorithms 2018 VLDB 0.00011210911
1,613 When Hierarchy Meets 2-Hop-Labeling: Efficient Shortest Distance Queries on Road Networks 2018 SIGMOD 0.00010216983
2,097 Efficient Shortest Path Index Maintenance on Dynamic Road Networks with Theoretical Guarantees 2020 VLDB 9.1725037e-05
2,152 Scaling Distance Labeling on Small-World Networks 2019 SIGMOD 9.0778596e-05
2,871 P2H: Efficient Distance Querying on Road Networks by Projected Vertex Separators 2021 SIGMOD 8.0110616e-05
3,834 Effective Caching of Shortest Paths for Location-Based Services 2012 SIGMOD 7.0841464e-05
4,403 Scaling Up Distance Labeling on Graphs with Core-Periphery Properties 2020 SIGMOD 6.7229209e-05
5,250 Parallel Personalized PageRank on Dynamic Graphs 2018 VLDB 6.2992176e-05
5,610 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 6.1508076e-05
5,987 Progressive Top-K Nearest Neighbors Search in Large Road Networks 2020 SIGMOD 6.0183678e-05
6,292 Hierarchical Cut Labelling – Scaling Up Distance Queries on Road Networks 2023 SIGMOD 5.9251728e-05
6,844 An Experimental Evaluation and Guideline for Path Finding in Weighted Dynamic Network 2021 VLDB 5.7566172e-05
7,158 BatchHL: Answering Distance Queries on Batch-Dynamic Networks at Scale 2022 SIGMOD 5.6858492e-05
7,226 Efficient Label-Constrained Shortest Path Queries on Road Networks: A Tree Decomposition Approach 2022 VLDB 5.6667372e-05
7,573 Accelerating Exact Constrained Shortest Paths on GPUs 2021 VLDB 5.5938767e-05
9,003 Planting Trees for scalable and efficient Canonical Hub Labeling 2020 VLDB 5.3345443e-05
9,118 Efficient Distributed Hop-Constrained Path Enumeration on Large-Scale Graphs 2024 SIGMOD 5.3201316e-05
9,364 FHL-Cube: Multi-Constraint Shortest Path Querying with Flexible Combination of Constraints 2022 VLDB 5.2798829e-05
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