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SPGNN-API: A Transferable Graph Neural Network for Attack Paths Identification and Autonomous Mitigation. (arXiv:2305.19487v1 [cs.CR])
cs.CR updates on arXiv.org arxiv.org
Attack paths are the potential chain of malicious activities an attacker
performs to compromise network assets and acquire privileges through exploiting
network vulnerabilities. Attack path analysis helps organizations to identify
new/unknown chains of attack vectors that reach critical assets within the
network, as opposed to individual attack vectors in signature-based attack
analysis. Timely identification of attack paths enables proactive mitigation of
threats. Nevertheless, manual analysis of complex network configurations,
vulnerabilities, and security events to identify attack paths is rarely
feasible. …
analysis api assets attack attack path attack path analysis attack paths attack vectors autonomous compromise critical critical assets exploiting identification identify malicious mitigation network neural network organizations path privileges vulnerabilities