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Pregel: A System for Large-Scale Graph Processing

Summary: Vertex-centric computation model with supersteps: vertices send/receive messages, update state, and mutate edges or topology. Scales to billions of edges on commodity clusters; fault-tolerant, synchronous execution; distribution details hidden behind an API, enabling expressive, easy-to-program graph analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h3b04a2e7a9bf2720
Venue
SIGMOD
Year
2010
Pagerank
0.0012092602
Overall Rank
3 | 99.99%
DOI
10.1145/1807167.1807184

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{malewicz_sigmod10,
        title = {{Pregel: A System for Large-Scale Graph Processing}},
        author = {Malewicz, Grzegorz and Austern, Matthew H. and Bik, Aart J. C. and Dehnert, James C. and Horn, Ilan and Leiser, Naty and Czajkowski, Grzegorz},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807184},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807184},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 244 citing papers.

Rank Citing Paper Year Venue Pagerank
4,755 Efficient Cohesive Subgraphs Detection in Parallel 2014 SIGMOD 6.4323525e-05
4,777 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.4184698e-05
4,788 Graph Synopses, Sketches, and Streams: A Survey 2012 VLDB 6.4141952e-05
4,808 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 6.4073204e-05
4,897 Systems for Big-Graphs 2014 VLDB 6.3660362e-05
4,915 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.356048e-05
4,938 Machine Learning for Big Data 2013 SIGMOD 6.346081e-05
4,988 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.3251086e-05
5,152 Performance Guarantees for Distributed Reachability Queries 2012 VLDB 6.2525917e-05
5,172 CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor 2024 VLDB 6.2439642e-05
5,293 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.1917112e-05
5,386 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 6.1522468e-05
5,396 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 6.1494643e-05
5,513 Big Graphs: Challenges and Opportunities 2022 VLDB 6.0986544e-05
5,605 Capturing Topology in Graph Pattern Matching 2012 VLDB 6.0695806e-05
5,672 Subgraph Matching over Graph Federation 2022 VLDB 6.0433033e-05
5,684 iTurboGraph: Scaling and Automating Incremental Graph Analytics 2021 SIGMOD 6.0391416e-05
5,702 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.0312071e-05
5,730 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 6.0154682e-05
5,734 Cache-Efficient Fork-Processing Patterns on Large Graphs 2021 SIGMOD 6.0137932e-05
5,787 MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing 2015 VLDB 5.9954332e-05
5,867 Scaling-Up In-Memory Datalog Processing: Observations and Techniques 2019 VLDB 5.9649467e-05
5,899 Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines 2023 VLDB 5.9545431e-05
5,950 Managing and Mining Large Graphs: Systems and Implementations 2012 SIGMOD 5.9367371e-05
5,953 Distributed Graph Simulation: Impossibility and Possibility 2014 VLDB 5.9359492e-05
6,091 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 5.8898055e-05
6,179 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB 5.8595506e-05
6,226 Scaling Queries over Big RDF Graphs with Semantic Hash Partitioning 2013 VLDB 5.8455067e-05
6,301 Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs 2020 SIGMOD 5.8188746e-05
6,309 Automating Incremental and Asynchronous Evaluation for Recursive Aggregate Data Processing 2020 SIGMOD 5.8176815e-05
6,515 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.7590881e-05
6,518 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 5.757997e-05
6,523 REEF: Retainable Evaluator Execution Framework 2015 SIGMOD 5.7568314e-05
6,617 CAVE: Concurrency-Aware Graph Processing on SSDs 2024 SIGMOD 5.7327861e-05
6,687 Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning 2024 SIGMOD 5.7079296e-05
6,713 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.7002243e-05
6,723 Adaptive Asynchronous Parallelization of Graph Algorithms 2018 SIGMOD 5.6951102e-05
6,786 Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads 2013 VLDB 5.6820666e-05
6,878 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.657878e-05
6,893 PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware 2024 SIGMOD 5.6540469e-05
7,000 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 5.6251489e-05
7,059 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 5.6106152e-05
7,080 LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System 2018 VLDB 5.6048076e-05
7,137 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.600995e-05
7,159 SPARTex: A Vertex-Centric Framework for RDF Data Analytics 2015 VLDB 5.5964781e-05
7,174 Automatic Algorithm Transformation for Efficient Multi-Snapshot Analytics on Temporal Graphs 2017 VLDB 5.5937773e-05
7,263 An I/O-Efficient Disk-based Graph System for Scalable Second-Order Random Walk of Large Graphs 2022 VLDB 5.5711876e-05
7,286 Experimental Analysis of Distributed Graph Systems 2018 VLDB 5.565865e-05
7,297 FrogWild! – Fast PageRank Approximations on Graph Engines 2015 VLDB 5.5618017e-05
7,308 Optimization for iterative queries on MapReduce 2014 VLDB 5.5572894e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.001052036
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