Parekh, Jayneel

8 publications

ICCV 2025 Analyzing Finetuning Representation Shift for Multimodal LLMs Steering Pegah Khayatan, Mustafa Shukor, Jayneel Parekh, Arnaud Dapogny, Matthieu Cord

NeurIPS 2025 Learning to Steer: Input-Dependent Steering for Multimodal LLMs Jayneel Parekh, Pegah Khayatan, Mustafa Shukor, Arnaud Dapogny, Alasdair Newson, Matthieu Cord

ICML 2025 One Wave to Explain Them All: A Unifying Perspective on Feature Attribution Gabriel Kasmi, Amandine Brunetto, Thomas Fel, Jayneel Parekh

ICLR 2025 Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh, Quentin Bouniot, Pavlo Mozharovskyi, Alasdair Newson, Florence d'Alché-Buc

NeurIPS 2024 A Concept-Based Explainability Framework for Large Multimodal Models Jayneel Parekh, Pegah Khayatan, Mustafa Shukor, Alasdair Newson, Matthieu Cord

NeurIPSW 2024 A Concept-Based Explainability Framework for Large Multimodal Models Jayneel Parekh, Pegah Khayatan, Mustafa Shukor, Alasdair Newson, Matthieu Cord

NeurIPS 2022 Listen to Interpret: Post-Hoc Interpretability for Audio Networks with NMF Jayneel Parekh, Sanjeel Parekh, Pavlo Mozharovskyi, Florence d'Alché-Buc, Gaël Richard

NeurIPS 2021 A Framework to Learn with Interpretation Jayneel Parekh, Pavlo Mozharovskyi, Florence d'Alché-Buc