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Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs

Summary: Block-centric Blogel for distributed graph processing targets skewed degree, large diameter, and high density in real-world graphs. Partitioning graphs into blocks and programming at the block level yields dramatic speedups over vertex-centric systems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11083
Venue
VLDB
Year
2014
Pagerank
0.00013091546
Overall Rank
937 | 93.58%
DOI
10.14778/2733085.2733096

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{yan_vldb14,
        title = {{Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs}},
        author = {Yan, Da and Cheng, James and Lu, Yi and Ng, Wilfred},
        journal = {PVLDB},
        series = {{VLDB} '14},
        volume = {7},
        number = {14},
        pages = {1981--1992},
        doi = {10.14778/2733085.2733096},
        url = {https://doi.org/10.14778/2733085.2733096},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 41 of 41 citing papers.

Rank Citing Paper Year Venue Pagerank
956 Parallelizing Sequential Graph Computations 2017 SIGMOD 0.0001297452
1,511 Speedup Graph Processing by Graph Ordering 2016 SIGMOD 0.00010538011
1,863 ByteGNN: Efficient Graph Neural Network Training at Large Scale 2022 VLDB 9.5950349e-05
1,875 Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation 2015 VLDB 9.5728308e-05
2,325 Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems 2015 VLDB 8.7495171e-05
2,522 Fractal: A General-Purpose Graph Pattern Mining System 2019 SIGMOD 8.4713567e-05
3,065 Pregel Algorithms for Graph Connectivity Problems with Performance Guarantees 2014 VLDB 7.7989716e-05
3,085 Weaver: A High-Performance, Transactional Graph Database Based on Refinable Timestamps 2016 VLDB 7.7709242e-05
3,315 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 7.5274958e-05
3,601 TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing 2019 VLDB 7.27018e-05
3,789 Husky: Towards a More Efficient and Expressive Distributed Computing Framework 2016 VLDB 7.1240627e-05
3,855 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 7.0712144e-05
4,323 TurboGraph++: A Scalable and Fast Graph Analytics System 2018 SIGMOD 6.7608401e-05
4,519 G-Tran: A High Performance Distributed Graph Database with a Decentralized Architecture 2022 VLDB 6.6472999e-05
5,612 Cache-Efficient Fork-Processing Patterns on Large Graphs 2021 SIGMOD 6.1501992e-05
6,003 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 6.0130964e-05
6,066 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB 5.9890886e-05
6,450 Big Graph Analytics Systems 2016 SIGMOD 5.8753826e-05
6,566 Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning 2024 SIGMOD 5.8381749e-05
6,599 Adaptive Asynchronous Parallelization of Graph Algorithms 2018 SIGMOD 5.8250554e-05
7,281 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.6567845e-05
7,380 MiniGraph: Querying Big Graphs with a Single Machine 2023 VLDB 5.6288836e-05
7,447 Experimental Analysis of Distributed Graph Systems 2018 VLDB 5.6149936e-05
7,601 Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods 2025 VLDB 5.5866563e-05
7,976 Correlation Constraint Shortest Path over Large Multi-Relation Graphs 2019 VLDB 5.5152959e-05
8,873 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 5.3539725e-05
9,032 Bonding Vertex Sets Over Distributed Graph: A Betweenness Aware Approach 2015 VLDB 5.327953e-05
9,118 Efficient Distributed Hop-Constrained Path Enumeration on Large-Scale Graphs 2024 SIGMOD 5.3201316e-05
9,314 DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee 2021 VLDB 5.289545e-05
9,424 Hybrid Pulling/Pushing for I/O-Efficient Distributed and Iterative Graph Computing 2016 SIGMOD 5.2715528e-05
9,432 MITra: A Framework for Multi-Instance Graph Traversal 2023 VLDB 5.2701501e-05
9,605 Nezha: An Efficient Distributed Graph Processing System on Heterogeneous Hardware 2025 SIGMOD 5.247855e-05
9,622 Revisiting Graph Analytics Benchmark 2025 SIGMOD 5.2434488e-05
9,704 Quegel: A General-Purpose System for Querying Big Graphs 2016 SIGMOD 5.2351259e-05
9,729 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 5.2289669e-05
10,100 Parallel Colorful h-star Core Maintenance in Dynamic Graphs 2023 VLDB 5.1488731e-05
10,236 FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services 2026 SIGMOD 5.093636e-05
10,797 Using Process Calculus for Optimizing Data and Computation Sharing in Complex Stateful Parallel Computations 2025 SIGMOD 5.093636e-05
11,096 A Single Machine System for Querying Big Graphs with PRAM 2025 VLDB 5.093636e-05
11,248 Distributed Shortest Distance Labeling on Large-Scale Graphs 2024 VLDB 5.093636e-05
11,662 Vertex-Centric Visual Programming for Graph Neural Networks 2021 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

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