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Time-Critical Influence Minimization via Node Blocking

Summary: Introduces time-critical influence minimization (TCIM): blocking nodes to minimize deadline-aware, duration-sensitive spread; proves TCIM is NP-/APX-hard and the objective non-submodular. Proposes CBFM with tau(1-1/e-ε) approximation w.h.p via novel concentration bounds and an assumption-free extension to misinformation mitigation, achieving orders-of-magnitude speedups in experiments. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7430
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,120 | 29.60%
DOI
10.1145/3769834

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