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Ming-Yue Du

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#machine learning Preprint Sep 2026

Routing in Gradient Space: Balanced Usage Is Not Expert Specialization

Sparse expert models can distribute traffic evenly while still grouping incompatible training signals within the same experts. We study routing as a gradient-partitioning problem and introduce gradient-aligned routing (GAR), whose load-normalized router objective rewards grouping observations with aligned gradients. On...

Yu-Chen Li, Ming-Yue Du, Zong-Qi Fan et al. · 0 citations

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