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class-aware learning 1counterfactual explanations 1explainable AI 1model interpretability 1reinforcement learning 1

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cs.LG2026

Class-Aware Reinforcement Learning for Counterfactual Explanation Generation

Muhammad Adil Saleem, Syed Ali Raza, Mary-Anne Williams

The paper investigates adding the predicted class of an instance to the reinforcement‑learning state representation for generating counterfactual explanations, showing that this cl…