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Ariadne: Reconstruction of Stateful Web Attacks via Goal-Oriented State Search
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Summary
Ariadne is a goal-oriented framework that reconstructs the prerequisite request sequences behind a terminal attack request, which intrusion detection and SIEM systems usually miss because they alert only on the final payload. It frames reconstruction as a guided state-space search using a state-distance metric based on bipartite graph matching, plus data-driven API dependencies and state-aware parameter sourcing. On 15 real-world vulnerabilities, it reconstructed all attack chains up to 8 steps within 20 minutes, while baselines failed on every attack needing more than two steps.