Articles with "node injection" as a keyword



Semantics-Preserving Node Injection Attacks Against GNN-Based ACFG Malware Classifiers

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Published in 2025 at "IEEE Transactions on Dependable and Secure Computing"

DOI: 10.1109/tdsc.2024.3409410

Abstract: To increase security for devices connected to the internet, research has gone into using Graph Neural Networks (GNNs) to inhibit the spread of malware through detection. GNN classifiers that use Attributed Control Flow Graphs (ACFGs)… read more here.

Keywords: semantics; malware; semantics preserving; node injection ... See more keywords