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Author

Cheng Luo

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Jul 2026

Multi-Head Attention Residuals

Multi-Head Attention Residuals (MHAR) is introduced: the routing query is reshaped into H per-subspace heads, each with its own softmax over the depth history, and a direct probe of the trained queries confirms that learned subspace disagreement is the underlying driver.

Cheng Luo, Zefan Cai, Jun-Jie Hu · 1 citation

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