This chapter explores the integration of Neuro-Symbolic AI (NeSy) with Explainable AI (XAI) and Trustworthy AI. It delves into the methodologies that enhance interpretability, fairness, robustness, and privacy, ensuring that AI systems align with societal, ethical, and legal standards. The chapter also addresses the ongoing challenges and potential future directions in developing these integrated AI systems.

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Explainable and Trustworthy AI with Neuro-Symbolic Approaches

  • Bikram Pratim Bhuyan,
  • Amar Ramdane-Cherif,
  • Thipendra P. Singh,
  • Ravi Tomar

摘要

This chapter explores the integration of Neuro-Symbolic AI (NeSy) with Explainable AI (XAI) and Trustworthy AI. It delves into the methodologies that enhance interpretability, fairness, robustness, and privacy, ensuring that AI systems align with societal, ethical, and legal standards. The chapter also addresses the ongoing challenges and potential future directions in developing these integrated AI systems.