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GraphMatch: A graph-based trust-aware framework for secure multi-objective task scheduling in heterogeneous edge computing
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DOI：10.1016/j.future.2026.108580.png)
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Abstract
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• GraphMatch: A trust-guided GCN framework for secure edge task scheduling in edge computing. • Multi-hop trust propagation overcomes sparse direct interactions effectively. • NSGA-III with hard security constraints ensures 100% malicious device avoidance. • GraphMatch achieves 32.8% higher trust scores than the best-performing baseline. • Experiments validate robustness under 5%–30% malicious nodes and scalability.
Keywords:
GraphMatch
trust-guided GCN
secure edge task scheduling
multi-objective optimization
heterogeneous edge computing
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