Resource-Efficient FirmCore Decomposition on Billion-scale Multilayer Graphs
Summary: Exploits the FC-Grid structure of FirmCores to design resource-efficient serial, multicore, and first GPU decompositions for billion-scale multilayer graphs. Achieves 9× serial and 100.3× parallel speedups, plus 15× faster densest-subgraph mining. (summarized by gpt-5.6-luna on Aug 28 2026)
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Authors
- 1. Cheng Huang (Aarhus University)
- 2. Davide Mottin (Aarhus University)
- 3. Ira Assent (Aarhus University)
BibTeX Citation
@article{huang_vldb26,
title = {{Resource-Efficient FirmCore Decomposition on Billion-scale Multilayer Graphs}},
author = {Huang, Cheng and Mottin, Davide and Assent, Ira},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {11},
pages = {3483--3496},
doi = {10.14778/3836663.3836703},
url = {https://doi.org/10.14778/3836663.3836703},
year = {2026}
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Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 131 | Discovering Large Dense Subgraphs in Massive Graphs | 2005 | VLDB | 0.00030242586 |
| 758 | Streaming Algorithms for k-core Decomposition | 2013 | VLDB | 0.00014188163 |
| 6,727 | gCore: Exploring Cross-layer Cohesiveness in Multi-layer Graphs | 2023 | VLDB | 5.6946659e-05 |
| 8,070 | Parallel k-Core Decomposition: Theory and Practice | 2025 | SIGMOD | 5.3942942e-05 |
| 10,460 | Geld: Load-balanced D-Core Decomposition for Consumer GPUs | 2026 | SIGMOD | 4.9793485e-05 |
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