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Faithfulness Without Anchors: A Position Paper on the Structural Misalignments of Explainable AI Faithfulness Metrics for Feature Importance
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explainable AIfaithfulness metricstrustworthinessfeature importance
2610.12493
Builder Relevance
2h ago70%
Abstract
The paper discusses the limitations of current Explainable AI (XAI) faithfulness metrics and proposes avenues for improving their reliability.
Reality Card
Core Claim
The paper identifies five major shortcomings of existing faithfulness metrics in XAI and suggests four research directions to enhance their reliability.
Method / Result
The paper outlines five major shortcomings of current faithfulness metrics.
Limitations
Existing metrics for quantifying faithfulness are either infeasible or computationally expensive.
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