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This paper presents two novel hybrid concept-based model architectures aimed at enhancing the performance of neural networks in supervised machine learning tasks. The authors propose using both class labels and additional concept information to improve model accuracy. They introduce a new dataset, ConceptShapes, designed to evaluate these models, and demonstrate their effectiveness in outperforming standard computer vision models. The paper also discusses the implications of adversarial...
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