Shalom Kachko

Through the LENS: Local Geometric Decomposition of Vision-Language Model Representations

LENS (Local Explanation of Neighborhood Subspaces), a method that decomposes VLM activations into local low-rank Gaussian neighborhoods using a Mixture of Factor Analyzers, supports local geometric neighborhoods as useful interpretable and causal units for analyzing cross-modal representations in the evaluated VLMs.