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Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened

Summary: Efficient random RR-set generation for IC accelerates IM; runtime becomes O(k n log n / epsilon^2) with bounded in-degree. Reduces RR-set size to boost scalability in high-influence networks while preserving (1 - 1/e - epsilon); experiments show orders-of-magnitude speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5955
Venue
SIGMOD
Year
2020
Pagerank
8.3512717e-05
Overall Rank
2,664 | 81.47%
DOI
10.1145/3318464.3389740

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
7,451 Scalable Approximate Butterfly and Bi-triangle Counting for Large Bipartite Networks 2023 SIGMOD 4.7263711e-05
7,798 Triangular Stability Maximization by Influence Spread over Social Networks 2023 VLDB 4.6482149e-05
7,988 Minimizing the Regret of an Influence Provider 2021 SIGMOD 4.6128031e-05
8,003 Analysis of Influence Contribution in Social Advertising 2022 VLDB 4.6085729e-05
8,807 Efficient and Effective Algorithms for Revenue Maximization in Social Advertising 2021 SIGMOD 4.4455759e-05
9,098 Scapin: Scalable Graph Structure Perturbation by Augmented Influence Maximization 2023 SIGMOD 4.3967784e-05
9,099 Minimum Vertex Augmentation 2021 VLDB 4.3967784e-05
10,120 Time-Critical Influence Minimization via Node Blocking 2026 SIGMOD 4.1945683e-05
10,206 Robust Fair Influence Maximization under Multiple Community Partitions 2026 SIGMOD 4.1945683e-05
10,537 Efficient and Effective Algorithms for A Family of Influence Maximization Problems with A Matroid Constraint 2025 VLDB 4.1945683e-05
10,920 Optimal Dynamic Parameterized Subset Sampling 2024 PODS 4.1945683e-05
11,005 Influence Maximization via Vertex Countering 2024 VLDB 4.1945683e-05
11,080 Fast and Space-Efficient Parallel Algorithms for Influence Maximization 2024 VLDB 4.1945683e-05
11,139 Host Profit Maximization: Leveraging Performance Incentives and User Flexibility 2024 VLDB 4.1945683e-05
11,208 Efficient Algorithm for Budgeted Adaptive Influence Maximization: An Incremental RR-set Update Approach 2023 SIGMOD 4.1945683e-05
11,537 Towards an Efficient Weighted Random Walk Domination 2021 VLDB 4.1945683e-05
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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.

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