Attention Is All You Need for Semantics Detection: A Novel Transformer on Neural-Symbolic Approach
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Black Hat USA 2024 · Day 1 · Briefing
In an era defined by the escalating sophistication of cyber threats, the prevalence of highly obfuscated and packed malware presents a formidable challenge for blue teams worldwide. This talk, presented by the TS1 P3 research team from Taiwan, introduces a groundbreaking approach to automate the semantic detection of malicious binaries. Titled "Attention Is All You Need for Semantics Detection: A Novel Transformer on Neural-Symbolic Approach," the presentation delves into the application of an **attention mechanism** within a **neural-symbolic transformer** model to overcome the limitations of traditional malware analysis.