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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| Published in: | IEEE/ACM International Conference on Automated Software Engineering : [proceedings] pp. 1210 - 1212 |
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| Main Authors: | , |
| Format: | Conference Proceeding |
| Language: | English |
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IEEE
01.11.2021
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| ISSN: | 2643-1572 |
| Online Access: | Get full text |
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| Abstract | 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. |
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| AbstractList | 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. |
| Author | Choo, Raymond Nguyen, Tien N. |
| Author_xml | – sequence: 1 givenname: Tien N. surname: Nguyen fullname: Nguyen, Tien N. email: tien.n.nguyen@utdallas.edu organization: University of Texas at Dallas,Computer Science Department,Richardson,USA – sequence: 2 givenname: Raymond surname: Choo fullname: Choo, Raymond email: raymond.choo@utsa.edu organization: University of Texas-San Antonio,Department of Information Systems and Cyber Security,San Antonio,USA |
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| Snippet | The need for cyber resilience is increasingly important in our technology-dependent society, where computing systems, devices and data will continue to be the... |
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| SubjectTerms | Analytical models Artificial intelligence Computational modeling Explainable AI Forensics Human intelligence Human-in-the-Loop Investigation Man-machine systems Mitigation Security Vulnerability Detection |
| Title | Human-in-the-Loop XAI-enabled Vulnerability Detection, Investigation, and Mitigation |
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