I. Ushakov

Influence of Log Structure and Semantic Complexity on the Expediency of BERT-Based Models for Malicious Activity Detection

This paper investigates the influence of log structural complexity and semantic obfuscation on the expedience of deploying transformer-based architectures for intrusion detection. While BERT modifications show state-of-the-art performance in natural language processing, their computational overhead in security monitori...