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Image Credit: Arxiv

Which LIME should I trust? Concepts, Challenges, and Solutions

  • Explainable Artificial Intelligence (XAI) is crucial for fostering trust and detecting potential misbehavior of opaque models.
  • LIME (Local Interpretable Model-agnostic Explanations) is a popular model-agnostic approach for generating explanations of black-box models.
  • LIME faces challenges related to fidelity, stability, and applicability to domain-specific problems.
  • A survey has been conducted to comprehensively explore and collect LIME's foundational concepts and known limitations, categorize and compare its enhancements, and offer a structured taxonomy for future research and practical application.

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