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The proposed Staircase SAE architecture using Top- K activation, as described in Section 3. The total number of features N = n × (L + 1) was chosen such that the total parameter count is comparable to the Topk and Topk-Staircase-Tied-All models.

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216k params
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Collection including davidquarel/topk-staircase-share.shakespeare_64x4