Tackling Interpretability in Audio Classification Networks With Non-negative Matrix Factorization von Parekh, Jayneel, Parekh, Sanjeel, Mozharovskyi, Pavlo, Richard, Gael, d'Alche-Buc, Florence

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A Flexible Framework for Interpretable Machine Learning : application to image and audio classification von Parekh, Jayneel

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One Wave to Explain Them All: A Unifying Perspective on Post-hoc Explainability von Kasmi, Gabriel, Brunetto, Amandine, Fel, Thomas, Parekh, Jayneel

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A Concept-Based Explainability Framework for Large Multimodal Models von Parekh, Jayneel, Khayatan, Pegah, Shukor, Mustafa, Newson, Alasdair, Cord, Matthieu

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Restyling Unsupervised Concept Based Interpretable Networks with Generative Models von Parekh, Jayneel, Bouniot, Quentin, Mozharovskyi, Pavlo, Newson, Alasdair, d'Alché-Buc, Florence

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A Framework to Learn with Interpretation von Parekh, Jayneel, Mozharovskyi, Pavlo, d'Alché-Buc, Florence

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Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization von Parekh, Jayneel, Parekh, Sanjeel, Mozharovskyi, Pavlo, Richard, Gaël, d'Alché-Buc, Florence

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Speech-to-Singing Conversion in an Encoder-Decoder Framework von Parekh, Jayneel, Rao, Preeti, Yang, Yi-Hsuan

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Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF von Parekh, Jayneel, Parekh, Sanjeel, Mozharovskyi, Pavlo, d'Alché-Buc, Florence, Richard, Gaël

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A Concept-Based Explainability Framework for Large Multimodal Models von Parekh, Jayneel, Khayatan, Pegah, Shukor, Mustafa, Newson, Alasdair, Cord, Matthieu

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One Wave to Explain Them All: A Unifying Perspective on Post-hoc Explainability von Kasmi, Gabriel, Brunetto, Amandine, Fel, Thomas, Parekh, Jayneel

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A Framework to Learn with Interpretation von Parekh, Jayneel, Mozharovskyi, Pavlo, d'Alché-Buc, Florence

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Restyling Unsupervised Concept Based Interpretable Networks with Generative Models von Parekh, Jayneel, Bouniot, Quentin, Mozharovskyi, Pavlo, Newson, Alasdair, d'Alché-Buc, Florence

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Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization von Parekh, Jayneel, Parekh, Sanjeel, Mozharovskyi, Pavlo, Gaël, Richard, d'Alché-Buc, Florence

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Speech-to-Singing Conversion in an Encoder-Decoder Framework von Parekh, Jayneel, Rao, Preeti, Yang, Yi-Hsuan

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Flexible and Context-Specific AI Explainability: A Multidisciplinary Approach von Beaudouin, Valérie, Bloch, Isabelle, Bounie, David, Clémençon, Stéphan, d'Alché-Buc, Florence, Eagan, James, Maxwell, Winston, Mozharovskyi, Pavlo, Parekh, Jayneel

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Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF von Parekh, Jayneel, Parekh, Sanjeel, Mozharovskyi, Pavlo, d'Alché-Buc, Florence, Gaël, Richard

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Flexible and Context-Specific AI Explainability: A Multidisciplinary Approach von Beaudouin, Valérie, Bloch, Isabelle, Bounie, David, Clémençon, Stéphan, d'Alché-Buc, Florence, Eagan, James, Maxwell, Winston, Mozharovskyi, Pavlo, Parekh, Jayneel

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