Introduces a sandbox-based closed-loop digital twin that synchronizes controller side-channel traces with plant evolution for CPS security testing and observability.
Vulnerabilities and attacks against industrial control systems and critical infrastructures,
3 Pith papers cite this work. Polarity classification is still indexing.
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Constructs a CVE-TTP knowledge graph using transformer models to link vulnerabilities to attack behaviors, reporting F1 scores of 87.71% for techniques and 96.16% for tactics on a new annotated dataset.
HYDRA is a hybrid model that uses heuristics plus deep embeddings and a VAE to predict latent zero-day vulnerabilities in patched functions from Chrome, Android, and ImageMagick.
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