Sparse Autoencoders

Beyond SAEs: Consistent Concept Discovery with Sparse Coding featured image

Beyond SAEs: Consistent Concept Discovery with Sparse Coding

Replaces the linear SAE encoder with per-sample sparse coding to learn dictionaries that stay consistent across training runs.

jinho-choi
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CytoSAE: Interpretable Cell Embeddings for Hematology featured image

CytoSAE: Interpretable Cell Embeddings for Hematology

Sparse autoencoders for interpretable single-cell embeddings in hematology.

muhammed-furkan-dasdelen
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Sparse Autoencoders Reveal Selective Remapping of Visual Concepts During Adaptation featured image

Sparse Autoencoders Reveal Selective Remapping of Visual Concepts During Adaptation

Sparse autoencoders expose how visual concepts are selectively remapped when vision models adapt to new domains.

hyesu-lim
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