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URL https://arxiv · 1994 · arXiv 1994.471413

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cs.LG 1

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2026 1

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Toward Identifiable Sparse Autoencoders

cs.LG · 2026-05-29 · unverdicted · novelty 7.0

Identifiable sparse autoencoders (iSAEs) are created from TopK SAEs via architecture and training tweaks, yielding improved stability and lower error by linking to dictionary learning where learned dictionaries satisfy an approximate restricted isometry condition.

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  • Toward Identifiable Sparse Autoencoders cs.LG · 2026-05-29 · unverdicted · none · ref 1

    Identifiable sparse autoencoders (iSAEs) are created from TopK SAEs via architecture and training tweaks, yielding improved stability and lower error by linking to dictionary learning where learned dictionaries satisfy an approximate restricted isometry condition.