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Revisiting the Stop-and-Stare Algorithms for Influence Maximization

Summary: Rigorous theoretical and empirical study of SSA and D-SSA for influence maximization, with comparison to TIM+ and IMM. It uncovers inaccuracies in prior results, reproduces original experiments, and introduces SSA-Fix to restore claimed approximation guarantees, highlighting scaling opportunities with guarantees. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11585
Venue
VLDB
Year
2017
Pagerank
6.3432726e-05
Overall Rank
4,219 | 70.68%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
1,798 Online Processing Algorithms for Influence Maximization 2018 SIGMOD 0.00010500792
2,668 Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened 2020 SIGMOD 8.3432296e-05
5,092 Efficient Algorithms for Adaptive Influence Maximization 2018 VLDB 5.6987819e-05
5,940 Maximizing Welfare in Social Networks under A Utility Driven Influence Diffusion model 2019 SIGMOD 5.2600149e-05
6,159 The Solution Distribution of Influence Maximization: A High-level Experimental Study on Three Algorithmic Approaches 2020 SIGMOD 5.1751218e-05
6,181 Efficient Approximation Algorithms for Adaptive Seed Minimization 2019 SIGMOD 5.1641945e-05
7,266 Misinformation Mitigation under Differential Propagation Rates and Temporal Penalties 2022 VLDB 4.7774097e-05
7,393 Collective Influence Maximization for Multiple Competing Products with an Awareness-to-Influence Model 2021 VLDB 4.7373814e-05
7,800 Triangular Stability Maximization by Influence Spread over Social Networks 2023 VLDB 4.6437574e-05
8,007 Analysis of Influence Contribution in Social Advertising 2022 VLDB 4.604154e-05
8,589 Maximizing Social Welfare in a Competitive Diffusion Model 2021 VLDB 4.4853244e-05
8,808 Efficient and Effective Algorithms for Revenue Maximization in Social Advertising 2021 SIGMOD 4.4413146e-05
8,904 Efficient Influence Minimization via Node Blocking 2024 VLDB 4.4229886e-05
9,095 Scapin: Scalable Graph Structure Perturbation by Augmented Influence Maximization 2023 SIGMOD 4.3925641e-05
9,712 Unconstrained Submodular Maximization with Modular Costs: Tight Approximation and Application to Profit Maximization 2021 VLDB 4.2951473e-05
10,120 Time-Critical Influence Minimization via Node Blocking 2026 SIGMOD 4.1905499e-05
10,325 Augmenting Social Influence of Uncertain Seeds via Probabilistic Link Insertion 2026 VLDB 4.1905499e-05
11,008 Influence Maximization via Vertex Countering 2024 VLDB 4.1905499e-05
11,142 Host Profit Maximization: Leveraging Performance Incentives and User Flexibility 2024 VLDB 4.1905499e-05
11,204 Mitigating Filter Bubbles Under a Competitive Diffusion Model 2023 SIGMOD 4.1905499e-05
11,210 Efficient Algorithm for Budgeted Adaptive Influence Maximization: An Incremental RR-set Update Approach 2023 SIGMOD 4.1905499e-05
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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