Graphite: A NUMA-aware HPC System for Graph Analytics Based on a new MPI * X Parallelism Model
Summary: MPI * X: a thread-based partitioning parallelism for cluster-scale graph analytics, replacing MPI+X’s process-centric data distribution. Graphite is NUMA-aware, uses GAS-style compute/communication decoupling, thread-level asynchrony, and fast shared-memory MPI, achieving up to 3× speedups over GraphPad, Gemini, LA3. (summarized by gpt-5-nano on Feb 09 2026)
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0019005923 |
| 37 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.0007522744 |
| 396 | One Trillion Edges: Graph Processing at Facebook-Scale | 2015 | VLDB | 0.00024424102 |
| 734 | The TileDB Array Data Storage Manager | 2017 | VLDB | 0.00017455248 |
| 1,409 | High-Speed Query Processing over High-Speed Networks | 2016 | VLDB | 0.00012132768 |
| 2,449 | GraphMat: High performance graph analytics made productive | 2015 | VLDB | 8.7915899e-05 |
| 2,529 | Pregelix: Big(ger) Graph Analytics on A Dataflow Engine | 2015 | VLDB | 8.5940768e-05 |
| 2,754 | Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems | 2015 | VLDB | 8.169411e-05 |
| 4,020 | TopoX: Topology Refactorization for Efficient Graph Partitioning and Processing | 2019 | VLDB | 6.5237459e-05 |
| 7,652 | LA3: A Scalable Link- and Locality-Aware Linear Algebra-Based Graph Analytics System | 2018 | VLDB | 4.6875579e-05 |
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