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Researcher profile

Gabriele Ciravegna

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off

    2022 · arXiv (Cornell University)

    Deploying AI-powered systems requires trustworthy models supporting effective human interactions, going beyond raw prediction accuracy. Concept bottleneck models promote trustworthiness by conditioning classification tasks on an intermediate level of human-like concepts. This enables human interventions …

  2. Extending Logic Explained Networks to Text Classification

    2022 · arXiv (Cornell University)

    Recently, Logic Explained Networks (LENs) have been proposed as explainable-by-design neural models providing logic explanations for their predictions. However, these models have only been applied to vision and tabular data, and they mostly favour the …