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Fast and Space-Efficient Parallel Algorithms for Influence Maximization
Summary: PaC-IM introduces sketch-compression for the independent cascade model on undirected graphs, combining simulation and sketching to realize a tunable time–space tradeoff. New parallel seed-selection data structures deliver 5–18× speedups and 1.4–3.8× memory reduction, scaling to 978M nodes/75B edges in ≈2h.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13601
- Venue
- VLDB
- Year
- 2024
- Pagerank
- 4.1905499e-05
- Overall Rank
- 11,083 | 22.98%
- DOI
-
10.14778/3623093.3632104
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Incoming Citations (Sorted by Pagerank)
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| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 13 of 13 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 180 |
Influence Maximization: Near-Optimal Time Complexity Meets Practical Efficiency |
2014 |
SIGMOD |
0.00037101192 |
| 338 |
Influence Maximization in Near-Linear Time: A Martingale Approach |
2015 |
SIGMOD |
0.00026987013 |
| 1,652 |
Debunking the Myths of Influence Maximization: An In-Depth Benchmarking Study |
2017 |
SIGMOD |
0.00010999442 |
| 2,485 |
Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks |
2020 |
VLDB |
8.6657901e-05 |
| 2,668 |
Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened |
2020 |
SIGMOD |
8.3432296e-05 |
| 4,126 |
Grain: Improving Data Efficiency of Graph Neural Networks via Diversified Influence Maximization |
2021 |
VLDB |
6.4242e-05 |
| 6,159 |
The Solution Distribution of Influence Maximization: A High-level Experimental Study on Three Algorithmic Approaches |
2020 |
SIGMOD |
5.1751218e-05 |
| 6,669 |
Influence Maximization in Real-World Closed Social Networks |
2023 |
VLDB |
4.9629357e-05 |
| 7,393 |
Collective Influence Maximization for Multiple Competing Products with an Awareness-to-Influence Model |
2021 |
VLDB |
4.7373814e-05 |
| 7,874 |
ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms |
2021 |
VLDB |
4.6263724e-05 |
| 8,007 |
Analysis of Influence Contribution in Social Advertising |
2022 |
VLDB |
4.604154e-05 |
| 9,256 |
Hindering Influence Diffusion of Community |
2022 |
SIGMOD |
4.3648789e-05 |
| 11,193 |
Parallel Strong Connectivity Based on Faster Reachability |
2023 |
SIGMOD |
4.1905499e-05 |
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