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HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture

Summary: HyperMR uses hypergraph-based CIM storage; two CIM-tailored NP-hard objectives; solved by two-phase partitioning. An access-aware hypergraph generator handles diverse matrices; results show gains up to 34.9% and 29.65% on synthetic queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7103
Venue
SIGMOD
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,666 | 26.83%
DOI
10.1145/3709695

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Authors

BibTeX Citation

@inproceedings{wu_sigmod25,
        title = {{HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture}},
        author = {Wu, Yifan and Chen, Ke and Chen, Gang and Jiang, Dawei and Li, Huan and Shou, Lidan},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3709695},
        url = {https://dl.acm.org/doi/10.1145/3709695},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
239 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00023674329
537 FOEDUS: OLTP Engine for a Thousand Cores and NVRAM 2015 SIGMOD 0.00016931517
841 Let’s Talk About Storage & Recovery Methods for Non-Volatile Memory Database Systems 2015 SIGMOD 0.00013677356
1,002 Designing And Mining Multi-Terabyte Astronomy Archives: The Sloan Digital Sky Survey 2000 SIGMOD 0.00012706131
1,258 Managing Non-Volatile Memory in Database Systems 2018 SIGMOD 0.00011438197
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
1,719 The SDSS SkyServer - Public Access to the Sloan Digital Sky Survey Data 2002 SIGMOD 9.9268286e-05
3,912 Compressing Large Boolean Matrices Using Reordering Techniques 2004 VLDB 7.0231849e-05
8,606 PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement 2024 SIGMOD 5.4026249e-05
8,617 Improving Matrix-vector Multiplication via Lossless Grammar-Compressed Matrices 2022 VLDB 5.4002779e-05
8,794 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.370464e-05
9,573 Data Structure Engineering For Byte-Addressable Non-Volatile Memory 2017 SIGMOD 5.2528121e-05
9,580 Storing Matrices on Disk: Theory and Practice Revisited 2011 VLDB 5.2528121e-05
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