Integrating Explainable Artificial Intelligence in Extended Reality Environments: A Systematic Survey †

Clara Maathuis, Marina Anca Cidota, Dragoș Datcu, Letiția Marin

Research output: Contribution to journalReview articlepeer-review

Abstract

The integration of Artificial Intelligence (AI) within Extended Reality (XR) technologies has the potential to revolutionize user experiences by creating more immersive, interactive, and personalized environments. Nevertheless, the complexity and opacity of AI systems raise significant concerns regarding the transparency of data handling, reasoning processes, and decision-making mechanisms inherent in these technologies. To address these challenges, the implementation of explainable AI (XAI) methods and techniques becomes imperative, as they not only ensure compliance with prevailing ethical, social, and legal standards, norms, and principles, but also foster user trust and facilitate the broader adoption of AI solutions in XR applications. Despite the growing interest from both research and practitioner communities in this area, there is an important gap in the literature concerning a review of XAI methods specifically applied and tailored to XR systems. On this behalf, this research presents a systematic literature review that synthesizes current research on XAI approaches applied within the XR domain. Accordingly, this research aims to identify prevailing trends, assess the effectiveness of various XAI techniques, and highlight potential avenues for future research. It then contributes to the foundational understanding necessary for the development of transparent and trustworthy AI systems for XR systems using XAI technologies while enhancing the user experience and promoting responsible AI deployment.

Original languageEnglish
Article number290
Number of pages34
JournalMathematics
Volume13
Issue number2
DOIs
Publication statusPublished - Jan 2025

Keywords

  • Augmented reality
  • explainable AI
  • Extended reality
  • responsible AI
  • trustworthy AI
  • Virtual reality

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