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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
0.0012089097
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 245 citing papers.

Rank Citing Paper Year Venue Pagerank
4,731 Efficient Cohesive Subgraphs Detection in Parallel 2014 SIGMOD 6.4313179e-05
4,800 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.3942642e-05
4,808 Graph Synopses, Sketches, and Streams: A Survey 2012 VLDB 6.3914777e-05
4,832 Nanosecond Indexing of Graph Data With Hash Maps and VLists 2019 SIGMOD 6.3836306e-05
4,923 Systems for Big-Graphs 2014 VLDB 6.3427024e-05
4,938 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.3327465e-05
4,960 Machine Learning for Big Data 2013 SIGMOD 6.3246987e-05
5,015 Ringo: Interactive Graph Analytics on Big-Memory Machines 2015 SIGMOD 6.3012174e-05
5,175 Performance Guarantees for Distributed Reachability Queries 2012 VLDB 6.2289864e-05
5,193 CGgraph: An Ultra-fast Graph Processing System on Modern Commodity CPU-GPU Co-processor 2024 VLDB 6.2203717e-05
5,312 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.1696365e-05
5,394 PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics 2013 VLDB 6.1351004e-05
5,418 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 6.1264302e-05
5,496 Big Graphs: Challenges and Opportunities 2022 VLDB 6.0944008e-05
5,619 Capturing Topology in Graph Pattern Matching 2012 VLDB 6.0468899e-05
5,676 Subgraph Matching over Graph Federation 2022 VLDB 6.0246247e-05
5,690 iTurboGraph: Scaling and Automating Incremental Graph Analytics 2021 SIGMOD 6.0182427e-05
5,707 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.011012e-05
5,735 Cache-Efficient Fork-Processing Patterns on Large Graphs 2021 SIGMOD 5.9957538e-05
5,743 Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints 2021 SIGMOD 5.9933367e-05
5,801 MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing 2015 VLDB 5.9729703e-05
5,881 Scaling-Up In-Memory Datalog Processing: Observations and Techniques 2019 VLDB 5.94241e-05
5,916 Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines 2023 VLDB 5.9320442e-05
5,960 Managing and Mining Large Graphs: Systems and Implementations 2012 SIGMOD 5.9159675e-05
5,968 Distributed Graph Simulation: Impossibility and Possibility 2014 VLDB 5.9135528e-05
6,108 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 5.8677102e-05
6,151 GRAPE: Parallelizing Sequential Graph Computations 2017 VLDB 5.8553261e-05
6,236 Scaling Queries over Big RDF Graphs with Semantic Hash Partitioning 2013 VLDB 5.8240479e-05
6,272 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.8112899e-05
6,315 Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs 2020 SIGMOD 5.7968933e-05
6,325 Automating Incremental and Asynchronous Evaluation for Recursive Aggregate Data Processing 2020 SIGMOD 5.7957351e-05
6,531 REEF: Retainable Evaluator Execution Framework 2015 SIGMOD 5.7363332e-05
6,532 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 5.7362407e-05
6,632 CAVE: Concurrency-Aware Graph Processing on SSDs 2024 SIGMOD 5.7111251e-05
6,701 Play like a Vertex: A Stackelberg Game Approach for Streaming Graph Partitioning 2024 SIGMOD 5.6877324e-05
6,734 G-SQL: Fast Query Processing via Graph Exploration 2016 VLDB 5.6786954e-05
6,751 Adaptive Asynchronous Parallelization of Graph Algorithms 2018 SIGMOD 5.6736025e-05
6,808 Hadoop's Adolescence: An analysis of Hadoop usage in scientific workloads 2013 VLDB 5.6608074e-05
6,902 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6365602e-05
6,909 PimPam: Efficient Graph Pattern Matching on Real Processing-in-Memory Hardware 2024 SIGMOD 5.6336966e-05
7,020 RAGraph: A Region-Aware Framework for Geo-Distributed Graph Processing 2024 VLDB 5.6038946e-05
7,082 Fast Failure Recovery in Distributed Graph Processing Systems 2015 VLDB 5.5894172e-05
7,099 A General-Purpose Query-Centric Framework for Querying Big Graphs 2016 VLDB 5.584425e-05
7,101 LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System 2018 VLDB 5.5836554e-05
7,177 Automatic Algorithm Transformation for Efficient Multi-Snapshot Analytics on Temporal Graphs 2017 VLDB 5.5772803e-05
7,184 SPARTex: A Vertex-Centric Framework for RDF Data Analytics 2015 VLDB 5.5753492e-05
7,279 An I/O-Efficient Disk-based Graph System for Scalable Second-Order Random Walk of Large Graphs 2022 VLDB 5.551099e-05
7,285 Experimental Analysis of Distributed Graph Systems 2018 VLDB 5.5495566e-05
7,317 FrogWild! – Fast PageRank Approximations on Graph Engines 2015 VLDB 5.5414597e-05
7,329 Optimization for iterative queries on MapReduce 2014 VLDB 5.5364687e-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 0.0010494385
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