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Improving LIME Stability via Density-Awareness: Evaluation and Comparison of AKDE-LIME

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This paper addresses the critical instability of Local Interpretable Model-agnostic Explanations (LIME). We introduce Adaptive Kernel Density Estimation LIME (AKDE-LIME), a novel approach that enhances local explanation stability by incorporating a density-awa... ...