Jayneel Parekh
Scholar

Jayneel Parekh

Google Scholar ID: CF7ncpUAAAAJ
ISIR, Sorbonne Université
Machine LearningAudio ProcessingComputer VisionInterpretability
Citations & Impact
All-time
Citations
286
 
H-index
8
 
i10-index
7
 
Publications
18
 
Co-authors
12
list available
Resume (English only)
Academic Achievements
  • Paper 'Analyzing Fine-tuning Representation Shift for Multimodal LLMs Steering' accepted at ICCV 2025.
  • Paper 'Wavelet Explainability' accepted at ICML 2025.
  • Paper 'Restyling Unsupervised Concept Based Interpretable Networks with Generative Models' accepted at ICLR 2025.
  • Paper 'A Concept-Based Explainability Framework for Large Multimodal Models' accepted at NeurIPS 2024.
  • Paper 'Tackling interpretability in audio classification networks with non-negative matrix factorization' published in IEEE/ACM TASLP (2023).
  • Paper 'Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF' (L2I) accepted at NeurIPS 2022; awarded 2nd prize for STIC Best Scientific Contribution 2023.
  • Paper 'A Framework to Learn with Interpretation' (FLINT) accepted at NeurIPS 2021.
  • Named Top Reviewer at NeurIPS 2023.
  • Co-organized workshops including the ICCV 2025 Workshop on Explainable Computer Vision and the 'Robustness, Fairness and Explainability' workshop at ELLIS Unconference 2023.