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Tianxiao Cao

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نسخة أولية وصول مفتوح

Shared Low-rank Basis Factorization for Data-free Mixture-of-Experts Compression

Tianxiao Cao, Jiahe Shao, Yuning Qiu وآخرون · 2026

Mixture-of-Experts (MoE) large language models decouple capacity from compute through sparse routing, but their large parameter count creates storage and serving challenges. We analyze three MoE compression families: expert pruning, expert merging, and weight reconstruction, and derive structural error bounds showing t …

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