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    <title>Hyper Connection on DiggingPapers</title>
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      <title>mHC: Manifold-Constrained Hyper-Connections</title>
      <link>https://diggingpapers.github.io/posts/architecture_optimization/mhc/</link>
      <pubDate>Tue, 06 Jan 2026 00:00:00 +0000</pubDate>
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      <description>기존 hyper connection은 residual connection을 대체하여 좋은 성능을 보이지만, 훈련 불안정성 및 메모리 오버헤드가 크다는 단점을 가짐. 이는 hyper connection이 identity mapping을 손상시키기 때문에 일어나는 현상인데, $m$HC는 identity mapping을 복원하면서도 최적화를 통해 효율성을 보장하는 프레임워크를 제안함.</description>
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