Flexible and context-specific AI explainability: a multidisciplinary approach V Beaudouin, I Bloch, D Bounie, S Clémençon, F d'Alché-Buc, J Eagan, ... arXiv preprint arXiv:2003.07703, 2020 | 89 | 2020 |
A Framework to Learn with Interpretation J Parekh, P Mozharovskyi, F d'Alché-Buc Advances in Neural Information Processing Systems (NeurIPS 2021), 2020 | 38 | 2020 |
Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF J Parekh, S Parekh, P Mozharovskyi, F d'Alché-Buc, G Richard Advances in Neural Information Processing Systems (NeurIPS 2022), 2022 | 15 | 2022 |
Speech-to-singing conversion in an encoder-decoder framework J Parekh, P Rao, YH Yang ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020 | 14 | 2020 |
Identifying the'Right'Level of Explanation in a Given Situation W Maxwell, V Beaudouin, I Bloch, D Bounie, S Clémençon, F d'Alché-Buc, ... Proceedings of the First International Workshop on New Foundations for Human …, 2020 | 13 | 2020 |
Deep pairwise classification and ranking for predicting media interestingness J Parekh, H Tibrewal, S Parekh ACM International Conference on Multimedia Retrieval (ACM ICMR) 2018, 428-433, 2018 | 6 | 2018 |
Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization J Parekh, S Parekh, P Mozharovskyi, G Richard, F d'Alché-Buc IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP), 2023 | 5 | 2023 |
The IITB Predicting Media Interestingness System for MediaEval 2017. J Parekh, H Tibrewal, S Parekh MediaEval, 2017 | 4 | 2017 |
The MLPBOON Predicting Media Interestingness System for MediaEval 2016. J Parekh, S Parekh MediaEval, 2016 | 3 | 2016 |
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models J Parekh, Q Bouniot, P Mozharovskyi, A Newson, F d'Alché-Buc arXiv preprint arXiv:2407.01331, 2024 | | 2024 |
A Concept-Based Explainability Framework for Large Multimodal Models J Parekh, P Khayatan, M Shukor, A Newson, M Cord arXiv preprint arXiv:2406.08074, 2024 | | 2024 |
Un cadre flexible pour l'apprentissage automatique interprétable: application à la classification d'images et d'audio J Parekh Institut Polytechnique de Paris, 2023 | | 2023 |
A Flexible Framework for Interpretable Machine Learning: application to image and audio classification J Parekh Institut polytechnique de Paris, 2023 | | 2023 |