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DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs

Summary: Introduces DistME, a fast elastic distributed matrix computation engine built atop Spark, combining CuboidMM with GPU acceleration. CuboidMM partitions matrices into cuboids to minimize network traffic under memory constraints, while subcuboid GPU partitioning reduces PCIe costs; experiments show superior performance and scalability over existing distributed matrix mult methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5677
Venue
SIGMOD
Year
2019
Pagerank
4.9417155e-05
Overall Rank
6,745 | 53.08%
DOI
10.1145/3299869.3319865

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Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
5,821 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 5.3134851e-05
8,262 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 4.5467867e-05
9,706 Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees 2021 VLDB 4.2992942e-05
11,339 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 4.1945683e-05
11,472 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank Cited Paper Year Venue Pagerank
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061639801
318 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00027795661
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020197988
960 A Comparison of Join Algorithms for Log Processing in MapReduce 2010 SIGMOD 0.00015012242
1,279 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012868394
2,848 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.0208832e-05
3,834 GTS: A Fast and Scalable Graph Processing Method based on Streaming Topology to GPUs 2016 SIGMOD 6.7173094e-05
3,948 A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics 2018 VLDB 6.5959084e-05
6,322 The BUDS Language for Distributed Bayesian Machine Learning 2017 SIGMOD 5.1124615e-05
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11,773 Template Skycube Algorithms for Heterogeneous Parallelism on Multicore and GPU Architectures 2017 SIGMOD 4.1945683e-05
4,254 Fast Sparse Matrix-Vector Multiplication on GPUs: Implications for Graph Mining 2011 VLDB 6.3213177e-05
3,670 A Distributed Multi-GPU System for Fast Graph Processing 2018 VLDB 6.8567044e-05
11,472 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1945683e-05
11,835 An Efficient MapReduce Cube Algorithm for Varied Data Distributions 2016 SIGMOD 4.1945683e-05
6,191 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1642282e-05
8,262 FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation 2022 SIGMOD 4.5467867e-05
2,848 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.0208832e-05