Unverified50% confidenceConceptExact time
MoE routing redundancy is usually high: different experts are functionally substitutable to a considerable degree, and for many tokens even reassigning them to suboptimal experts changes the output distribution little.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
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Related Claims
UnverifiedMoE架构只激活部分专家子网络，通常每次推理激活2个专家67% similarUnverifiedIn Token-Choice routing, the routing network produces scores for all experts for each token, then selects the Top-K experts to process that token; its inherent risk is imbalanced expert utilization, and common countermeasures include additive bias to adjust routing scores, auxiliary load balancing losses, and expert capacity limits.67% similar
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