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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
11584
Venue
VLDB
Year
2017
Pagerank
6.3493792e-05
Overall Rank
4,220 | 70.65%
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
1,801 Online Processing Algorithms for Influence Maximization 2018 SIGMOD 0.00010510943
2,664 Influence Maximization Revisited: Efficient Reverse Reachable Set Generation with Bound Tightened 2020 SIGMOD 8.3512717e-05
5,090 Efficient Algorithms for Adaptive Influence Maximization 2018 VLDB 5.7042676e-05
5,938 Maximizing Welfare in Social Networks under A Utility Driven Influence Diffusion model 2019 SIGMOD 5.2650733e-05
6,158 The Solution Distribution of Influence Maximization: A High-level Experimental Study on Three Algorithmic Approaches 2020 SIGMOD 5.1800945e-05
6,179 Efficient Approximation Algorithms for Adaptive Seed Minimization 2019 SIGMOD 5.1691599e-05
7,267 Misinformation Mitigation under Differential Propagation Rates and Temporal Penalties 2022 VLDB 4.7819966e-05
7,396 Collective Influence Maximization for Multiple Competing Products with an Awareness-to-Influence Model 2021 VLDB 4.7419296e-05
7,798 Triangular Stability Maximization by Influence Spread over Social Networks 2023 VLDB 4.6482149e-05
8,003 Analysis of Influence Contribution in Social Advertising 2022 VLDB 4.6085729e-05
8,591 Maximizing Social Welfare in a Competitive Diffusion Model 2021 VLDB 4.4896282e-05
8,807 Efficient and Effective Algorithms for Revenue Maximization in Social Advertising 2021 SIGMOD 4.4455759e-05
8,903 Efficient Influence Minimization via Node Blocking 2024 VLDB 4.427232e-05
9,098 Scapin: Scalable Graph Structure Perturbation by Augmented Influence Maximization 2023 SIGMOD 4.3967784e-05
9,713 Unconstrained Submodular Maximization with Modular Costs: Tight Approximation and Application to Profit Maximization 2021 VLDB 4.299267e-05
10,120 Time-Critical Influence Minimization via Node Blocking 2026 SIGMOD 4.1945683e-05
10,313 Augmenting Social Influence of Uncertain Seeds via Probabilistic Link Insertion 2026 VLDB 4.1945683e-05
11,005 Influence Maximization via Vertex Countering 2024 VLDB 4.1945683e-05
11,139 Host Profit Maximization: Leveraging Performance Incentives and User Flexibility 2024 VLDB 4.1945683e-05
11,202 Mitigating Filter Bubbles Under a Competitive Diffusion Model 2023 SIGMOD 4.1945683e-05
11,208 Efficient Algorithm for Budgeted Adaptive Influence Maximization: An Incremental RR-set Update Approach 2023 SIGMOD 4.1945683e-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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