Kristina Ulicna

Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models

Sparse dictionary learning (DL) has emerged as a powerful approach to extract semantically meaningful concepts from the internals of large language models (LLMs) trained mainly in the text domain. In this work, we explore whether DL can extract meaningful concepts from less human-interpretable scien…