Lee Sharkey
4 papers · 2024–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Hot Topic Early Bird
Venues
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Research topics
Keywords
sparse autoencoder
(3)
neural network
(2)
feature extraction
(2)
language model
(1)
feature decomposition
(1)
mechanistic interpretability
(1)
latent feature
(1)
sparse dictionary learning
(1)
large language model
(1)
machine learning optimization
(1)
meta learning
(1)
bilinear layer
(1)
representation learning
(1)
neural network activation
(1)
Papers
Bilinear MLPs enable weight-based mechanistic interpretability
ICLR 2025
Sparse Autoencoders Do Not Find Canonical Units of Analysis
ICLR 2025
Identifying Functionally Important Features with End-to-End Sparse Dictionary Learning
NeurIPS 2024
Sparse Autoencoders Find Highly Interpretable Features in Language Models
ICLR 2024