GLANCE is a new agglomerative algorithm that jointly clusters in feature and counterfactual-action spaces to produce few, low-cost, high-coverage global recourse actions.
CERTIFAI: coun- terfactual explanations for robustness, transparency, interpretability, and fairness of artificial intelligence models.CoRR, abs/1905.07857
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A survey formalizing responsibility-oriented goals for wireless XAI, developing a taxonomy of explainability approaches, reviewing PHY layer applications, and discussing open challenges including performance tradeoffs and LLM integration.
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GLANCE: Global Actions in a Nutshell for Counterfactual Explainability
GLANCE is a new agglomerative algorithm that jointly clusters in feature and counterfactual-action spaces to produce few, low-cost, high-coverage global recourse actions.
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Explainable AI for Next-Generation Wireless Physical Layer: Basics, State-of-the-Art, and Open Challenges
A survey formalizing responsibility-oriented goals for wireless XAI, developing a taxonomy of explainability approaches, reviewing PHY layer applications, and discussing open challenges including performance tradeoffs and LLM integration.