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    <title>Spatial Representations on Cognaptus</title>
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      <title>A Better Concept Map Can Reconstruct Less</title>
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      <description>Why spatially coherent vision-model features can be more interpretable despite worse reconstruction, and what that means for choosing sparse autoencoders.</description>
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