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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 44 of 244 citing papers.

Rank Citing Paper Year Venue Pagerank
10,196 Ariadne: Online Provenance for Big Graph Analytics 2019 SIGMOD 5.0623376e-05
10,200 Large Scale Graph Mining with G-Miner 2019 SIGMOD 5.0615767e-05
10,262 Automating Vectorized Distributed Graph Computation 2024 SIGMOD 5.050482e-05
10,272 TuskFlow: An Efficient Graph Database for Long-Running Transactions 2025 VLDB 5.0485061e-05
10,327 Parallel Colorful h-star Core Maintenance in Dynamic Graphs 2023 VLDB 5.0333462e-05
10,423 Bw-Graph: An Efficient Graph Storage System Harmonizing Topology-Aware Tree with Paged CSR 2026 SIGMOD 4.9793485e-05
10,451 FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services 2026 SIGMOD 4.9793485e-05
10,465 GraphRTX: Lighting the Way to Scalable Graph Analytics 2026 SIGMOD 4.9793485e-05
10,571 Gem: Scalable Monotonic Graph Processing Beyond Billion-Scale on a Single Machine 2026 SIGMOD 4.9793485e-05
10,609 SG-Serve: Efficient Model Serving for Subgraph-based Graph Representation Learning 2026 SIGMOD 4.9793485e-05
10,805 TVA: A Version-aware Temporal Graph Storage System for Real-time Analytics 2026 VLDB 4.9793485e-05
10,922 Virtualizing Recursion: Just-In-Time Graph Analytics in a Hyperscale Relational Warehouse 2026 VLDB 4.9793485e-05
11,179 Clementi: Efficient Load Balancing and Communication Overlap for Multi-FPGA Graph Processing 2025 SIGMOD 4.9793485e-05
11,186 Rule-Based Graph Cleaning with GPUs on a Single Machine 2025 SIGMOD 4.9793485e-05
11,212 Using Process Calculus for Optimizing Data and Computation Sharing in Complex Stateful Parallel Computations 2025 SIGMOD 4.9793485e-05
11,289 Heta: Distributed Training of Heterogeneous Graph Neural Networks 2025 VLDB 4.9793485e-05
11,300 Triparts: Scalable Streaming Graph Partitioning to Enhance Community Structure 2025 VLDB 4.9793485e-05
11,448 A Single Machine System for Querying Big Graphs with PRAM 2025 VLDB 4.9793485e-05
11,449 A CPU-GPU Hybrid Labelling Algorithm for Massive Shortest Distance Queries on Road Networks 2025 VLDB 4.9793485e-05
11,539 Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing 2024 SIGMOD 4.9793485e-05
11,561 Efficient Regular Simple Path Queries under Transitive Restricted Expressions 2024 VLDB 4.9793485e-05
11,571 FSM: A Fine-grained Splitting and Merging Framework for Dual-balanced Graph Partition 2024 VLDB 4.9793485e-05
11,606 KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection 2024 VLDB 4.9793485e-05
11,676 Templating Shuffles 2023 CIDR 4.9793485e-05
11,709 Parallel Strong Connectivity Based on Faster Reachability 2023 SIGMOD 4.9793485e-05
11,715 Generalizing Bulk-Synchronous Parallel Processing for Data Science: From Data to Threads and Agent-Based Simulations 2023 SIGMOD 4.9793485e-05
11,875 PACk: An Efficient Partition-based Distributed Agglomerative Hierarchical Clustering Algorithm for Deduplication 2022 VLDB 4.9793485e-05
11,928 Scalable Robust Graph Embedding with Spark 2022 VLDB 4.9793485e-05
11,969 Vertex-Centric Visual Programming for Graph Neural Networks 2021 SIGMOD 4.9793485e-05
11,976 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.9793485e-05
11,984 Vertex-centric Parallel Computation of SQL Queries 2021 SIGMOD 4.9793485e-05
11,998 Approaching DRAM performance by using microsecond-latency flash memory for small-sized random read accesses: a new access method and its graph applications 2021 VLDB 4.9793485e-05
12,059 Approximate Pattern Matching in Massive Graphs with Precision and Recall Guarantees 2020 SIGMOD 4.9793485e-05
12,063 Le Taureau : Deconstructing the Serverless Landscape & A Look Forward 2020 SIGMOD 4.9793485e-05
12,126 Parallel Graph Algorithms in Constant Adaptive Rounds: Theory meets Practice 2020 VLDB 4.9793485e-05
12,241 Declarative and distributed graph analytics with GRADOOP 2018 VLDB 4.9793485e-05
12,285 The Best of Both Worlds: Big Data Programming with Both Productivity and Performance 2017 SIGMOD 4.9793485e-05
12,286 Graph Data Mining with Arabesque 2017 SIGMOD 4.9793485e-05
12,353 dmapply: A functional primitive to express distributed machine learning algorithms in R 2016 VLDB 4.9793485e-05
12,369 Rogas: A Declarative Framework for Network Analytics 2016 VLDB 4.9793485e-05
12,419 CANDS: Continuous Optimal Navigation via Distributed Stream Processing 2015 VLDB 4.9793485e-05
12,494 Design and Implementation of a Real-Time Interactive Analytics System for Large Spatio-Temporal Data 2014 VLDB 4.9793485e-05
12,495 YZStack: Provisioning Customizable Solution for Big Data 2014 VLDB 4.9793485e-05
12,528 Iterative Parallel Data Processing with Stratosphere: An Inside Look 2013 SIGMOD 4.9793485e-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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