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A unified theory of interpretability that leverages Lagrangian mechanics to transform opaque models into interpretable ones, revealing new research avenues and design principles.
Embracing information leakage in concept-based models can enhance accuracy and interpretability, turning a perceived flaw into a powerful asset.
