Human-in-the-Loop XAI-enabled Vulnerability Detection, Investigation, and Mitigation

The need for cyber resilience is increasingly important in our technology-dependent society, where computing systems, devices and data will continue to be the target of cyber attackers. Hence, we propose a conceptual framework called 'Human-in-the-Loop Explainable-AI-Enabled Vulnerability Detec...

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Vydané v:IEEE/ACM International Conference on Automated Software Engineering : [proceedings] s. 1210 - 1212
Hlavní autori: Nguyen, Tien N., Choo, Raymond
Médium: Konferenčný príspevok..
Jazyk:English
Vydavateľské údaje: IEEE 01.11.2021
Predmet:
Analytical models
Artificial intelligence
Computational modeling
Explainable AI
Forensics
Human intelligence
Human-in-the-Loop
Investigation
Man-machine systems
Mitigation
Security
Vulnerability Detection
ISSN:2643-1572
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Popis
Shrnutí:The need for cyber resilience is increasingly important in our technology-dependent society, where computing systems, devices and data will continue to be the target of cyber attackers. Hence, we propose a conceptual framework called 'Human-in-the-Loop Explainable-AI-Enabled Vulnerability Detection, Investigation, and Mitigation' (HXAI-VDIM). Specifically, instead of resolving complex scenario of security vulnerabilities as an output of an AI/ML model, we integrate the security analyst or forensic investigator into the man-machine loop and leverage explainable AI (XAI) to combine both AI and Intelligence Assistant (IA) to amplify human intelligence in both proactive and reactive processes. Our goal is that HXAI-VDIM integrates human and machine in an interactive and iterative loop with security visualization that utilizes human intelligence to guide the XAI-enabled system and generate refined solutions.
ISSN:2643-1572
DOI:10.1109/ASE51524.2021.9678840