Jayneel Parekh
6 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓
🌍
Conference Polyglot
(4)
🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🐝
Cross-Pollinator
(15)
Conferences
NIPS (3)
ICCV (1)
ICLR (1)
ICML (1)
Top co-authors
Keywords
dictionary learning
(1)
representation learning
(1)
multimodal learning
(1)
interpretable machine learning
(1)
nonnegative matrix factorization
(1)
model interpretability
(1)
audio classification
(1)
language model
(1)
large multimodal model
(1)
interpretable model
(1)
feature visualization
(1)
post-hoc explanation
(1)
non-negative matrix factorization
(1)
representation shift
(1)
model steering
(1)
concept vector
(1)
neural network
(1)
multimodal concept
(1)
concept grounding
(1)
post-hoc interpretation
(1)
Papers
Analyzing Finetuning Representation Shift for Multimodal LLMs Steering
ICCV 2025
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models
ICLR 2025
One Wave To Explain Them All: A Unifying Perspective On Feature Attribution
ICML 2025
A Concept-Based Explainability Framework for Large Multimodal Models
NIPS 2024
Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF
NIPS 2022
A Framework to Learn with Interpretation
NIPS 2021