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FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation

Summary: CFO, a distributed elastic fused operator using cuboid-based fusion to cut communication and scale for large matrices. CFG, a cuboid-based fusion plan generator, finds aggressive operator fusion including large matmul; FuseME integrates CFO and CFG for fast distributed matrix computation and outperforms SystemDS by orders of magnitude. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6347
Venue
SIGMOD
Year
2022
Pagerank
4.5467867e-05
Overall Rank
8,262 | 42.53%
DOI
10.1145/3514221.3517895

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
8,620 PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement 2024 SIGMOD 4.4837361e-05
9,326 BladeDISC: Optimizing Dynamic Shape Machine Learning Workloads via Compiler Approach 2023 SIGMOD 4.3556432e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
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
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4989076e-05
2,287 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0972606e-05
2,667 Cumulon: Optimizing Statistical Data Analysis in the Cloud 2013 SIGMOD 8.3413995e-05
2,848 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.0208832e-05
3,918 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6315176e-05
4,505 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 6.1327108e-05
4,802 Resource Elasticity for Large-Scale Machine Learning 2015 SIGMOD 5.9114415e-05
6,745 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 4.9417155e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
4,505 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 6.1327108e-05
9,437 BlockJoin: Efficient Matrix Partitioning Through Joins 2017 VLDB 4.3425552e-05
11,402 ReMac: A Matrix Computation System with Redundancy Elimination 2022 VLDB 4.1945683e-05
6,507 Similarity Join over Array Data 2016 SIGMOD 5.0337166e-05
6,191 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.1642282e-05
11,472 Hybrid Evaluation for Distributed Iterative Matrix Computation 2021 SIGMOD 4.1945683e-05
2,848 Exploiting Matrix Dependency for Efficient Distributed Matrix Computation 2015 SIGMOD 8.0208832e-05
11,339 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 4.1945683e-05
3,918 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6315176e-05
6,745 DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs 2019 SIGMOD 4.9417155e-05