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This document presents F LASH, a scalable Intrusion Detection System (IDS) that utilizes provenance graph representation learning to enhance detection capabilities against Advanced Persistent Threat (APT) attacks. It introduces innovative techniques such as Word2Vec-based semantic encoding and Graph Neural Networks (GNNs) to capture crucial semantic attributes and temporal ordering of events, thereby improving accuracy and scalability in real-time threat detection. Extensive evaluations...

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