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Size Doesn't Matter: Cosine-Scored Sparse Autoencoders

arXiv cs.LG · 2026-06-16 Cached

This paper proposes replacing the inner product scoring in sparse autoencoders with a learned combination of cosine similarity and input magnitude, showing that the resulting features are more interpretable and concept-aligned, with the optimizer consistently preferring cosine over inner product.

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