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Tianle Ren

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#artificial intelligence Book Open access Feb 2026

Comparables XAI: Faithful Example-based AI Explanations with Counterfactual Trace Adjustments

This work proposes Comparables XAI for relatable example-based explanations of AI with Trace adjustments that trace counterfactual changes from each Comparable to the Subject, one attribute at a time, monotonically along the AI feature space.

Yi-Fan Zhang, Tianle Ren, Fei Wang et al. · 1 citation

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