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Daniil Ognev

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#machine learning Preprint Sep 2026

SharedSAE: One Feature Dictionary Across Language Models

This work shows that a single shared SAE can replace a collection of dedicated per-model SAEs, and combines a shared dictionary with model-specific encoder-decoder pairs to achieve near-dedicated-SAE reconstruction quality.

Daniil A. Ognev, Célian Vasson, Li-Jie Hu et al. · 0 citations