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: 6409
Venue: SIGMOD
Year: 2022
Pagerank: 5.4460082e-05
Overall Rank: 8,350 | 42.72%
DOI: 10.1145/3514221.3517895

Incoming Non-self Citations Over Time

Authors

1. Donghyoung Han (Korea Advanced Institute of Science and Technology)
2. Jongwuk Lee (Sungkyunkwan University)
3. Min-Soo Kim (Korea Advanced Institute of Science and Technology)

BibTeX Citation

@inproceedings{han_sigmod22,
        title = {{FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation}},
        author = {Han, Donghyoung and Lee, Jongwuk and Kim, Min-Soo},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3517895},
        url = {https://dl.acm.org/doi/10.1145/3514221.3517895},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,606	PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement	2024	SIGMOD	5.4026249e-05
9,475	BladeDISC: Optimizing Dynamic Shape Machine Learning Workloads via Compiler Approach	2023	SIGMOD	5.2634238e-05

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
239	Overview of SciDB: Large Scale Array Storage, Processing and Analysis	2010	SIGMOD	0.00023674329
415	SystemML: Declarative Machine Learning on Spark	2016	VLDB	0.0001888524
1,574	Pipelined Query Processing in Coprocessor Environments	2018	SIGMOD	0.00010321274
1,756	SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle	2020	CIDR	9.8172465e-05
2,217	Cumulon: Optimizing Statistical Data Analysis in the Cloud	2013	SIGMOD	8.9332438e-05
2,681	Exploiting Matrix Dependency for Efficient Distributed Matrix Computation	2015	SIGMOD	8.2632778e-05
3,205	On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML	2018	VLDB	7.6386536e-05
3,284	SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning	2017	CIDR	7.5663058e-05
4,049	Resource Elasticity for Large-Scale Machine Learning	2015	SIGMOD	6.9369379e-05
6,632	DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs	2019	SIGMOD	5.8190054e-05

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#	Overall Rank	Paper	Year	Venue
1	3,284	SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning	2017	CIDR
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3	11,600	ReMac: A Matrix Computation System with Redundancy Elimination	2022	VLDB
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8	11,537	Redundancy Elimination in Distributed Matrix Computation	2022	SIGMOD
9	3,205	On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML	2018	VLDB
10	6,632	DistME: A Fast and Elastic Distributed Matrix Computation Engine using GPUs	2019	SIGMOD