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A Novel Metric for Evaluating the Stability of XAI Explanations

Advances in Science, Technology and Engineering Systems Journal, Volume 9, Issue 1, Page # 133–142, 2024; DOI: 10.25046/aj090113
Abstract:

Automated systems are increasingly exerting influence on our lives, evident in scenarios like AI-driven candidate screening for jobs or loan applications. These scenarios often rely on eXplainable Artificial Intelligence (XAI) algorithms to meet legal requirements and provide understandable insights into critical processes. However, a significant challenge arises when some XAI methods lack determinism, resulting in…

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(This article belongs to the Special Issue on Innovation in Computing, Engineering Science & Technology 2023 & Section Artificial Intelligence in Computer Science (CAI))

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Special Issue on Emerging Multidisciplinary Directions in Engineering, Computing, and Applied Sciences 2026-27
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