Explainable AI (XAI): A systematic meta-survey of current challenges and future opportunities

• Published in: Knowledge-based systems Vol. 263; p. 110273
• Main Authors: Saeed, Waddah, Omlin, Christian
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 05.03.2023
• Subjects: Black-box; Deep learning; Explainable AI (XAI); Interpretable AI; Machine learning; Meta-survey; Responsible AI; Deep learning; Meta-survey; Black-box; Explainable AI (XAI); Machine learning; Responsible AI; Interpretable AI

The past decade has seen significant progress in artificial intelligence (AI), which has resulted in algorithms being adopted for resolving a variety of problems. However, this success has been met by increasing model complexity and employing black-box AI models that lack transparency. In response t...