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GraphMat: High performance graph analytics made productive

Summary: GraphMat maps vertex programs to sparse-matrix ops on CPU, preserving productivity with native performance. Single-node C++ framework outperforms GraphLab/CombBLAS/Galois 1.1-7x, scales 13-15x on 24 cores, matching MapGraph on CPU via sparse primitives. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11000
Venue
VLDB
Year
2015
Pagerank
8.7915899e-05
Overall Rank
2,449 | 82.97%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
1,426 LiveGraph: A Transactional Graph Storage System with Purely Sequential Adjacency List Scans 2020 VLDB 0.00012050977
1,750 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.00010683647
2,200 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 9.3075881e-05
2,896 Evaluating End-to-End Optimization for Data Analytics Applications in Weld 2018 VLDB 7.9452051e-05
2,905 Teseo and the Analysis of Structural Dynamic Graphs 2021 VLDB 7.9352789e-05
3,418 CoroGraph: Bridging Cache Efficiency and Work Efficiency for Graph Algorithm Execution 2024 VLDB 7.1188618e-05
5,699 EMOGI: Efficient Memory-access for Out-of-memory Graph-traversal in GPUs 2021 VLDB 5.3654927e-05
6,058 ThunderRW: An In-Memory Graph Random Walk Engine 2021 VLDB 5.2310254e-05
7,019 Bridging the Gap Between HPC and Big Data Frameworks 2017 VLDB 4.860057e-05
7,257 CAVE: Concurrency-Aware Graph Processing on SSDs 2024 SIGMOD 4.786584e-05
7,652 LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System 2018 VLDB 4.6875579e-05
8,115 Start Late or Finish Early: A Distributed Graph Processing System with Redundancy Reduction 2019 VLDB 4.5816155e-05
9,472 TGraph: A Tensor-centric Graph Processing Framework 2025 SIGMOD 4.3341665e-05
9,604 GeaFlow: A Graph Extended and Accelerated Dataflow System 2023 SIGMOD 4.3177432e-05
11,559 Approximate Pattern Matching in Massive Graphs with Precision and Recall Guarantees 2020 SIGMOD 4.1945683e-05
11,563 Le Taureau : Deconstructing the Serverless Landscape & A Look Forward 2020 SIGMOD 4.1945683e-05
11,633 Graphite: A NUMA-aware HPC System for Graph Analytics Based on a new MPI * X Parallelism Model 2020 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

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