Parekh, Jayneel

1. A Concept-Based Explainability Framework for Large Multimodal Models
   2024/06/12 by Jayneel Parekh, Parekh, Jayneel, Pegah Khayatan +7 · 10 citations
   Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies
2. Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF
   2022/02/23 by Jayneel Parekh, Sanjeel Parekh, Parekh, Jayneel +7 · 3 citations
   Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Music and Audio Processing #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
3. Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization
   2023/05/11 by Jayneel Parekh, Sanjeel Parekh, Parekh, Jayneel +7 · 3 citations
   Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
4. Flexible and Context-Specific AI Explainability: A Multidisciplinary\n Approach
   2020/03/13 by Valérie Beaudouin, Beaudouin, Valérie, Isabelle Bloch +15 · 2 citations
   Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Ethics and Social Impacts of AI #Adversarial Robustness in Machine Learning
5. Analyzing Finetuning Representation Shift for Multimodal LLMs Steering
   2025/01/06 by Pegah Khayatan, Mustafa Shukor, Khayatan, Pegah +5 · 6 citations
   Engineering · Computer Science · Biochemistry, Genetics and Molecular Biology · #Power Systems and Technologies #Algorithms and Data Compression #Glycosylation and Glycoproteins Research
6. Learning to Steer: Input-dependent Steering for Multimodal LLMs
   2025/08/18 by Parekh, Jayneel, Khayatan, Pegah, Shukor, Mustafa +3 · 3 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)