OPTIMUS-Prime: Minimal and Sufficient Concept Explanations for
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OPTIMUS-Prime: Minimal and Sufficient Concept Explanations for Deep Vision Models
Announce Type: new Abstract: The growing demand for transparency in automated decision-making has propelled eXplainable Artificial Intelligence (XAI) to the forefront of machine learning research. In computer vision, however, existing explanation methods often prioritize end-user accessibility at the expense of formal guarantees, leaving a critical gap between practical utility and theoretical rigor. In this paper, we address this gap by introducing OPTIMUS, a novel framework for generating...