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Home/Authors/O. M. Kiselev

O. M. Kiselev

1 indexed paper

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26

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Dynamical Systems×1AI×1ML×1

Research Timeline

2026
A Minimal Bifurcation Model of Load Imbalance in a Softmax Mixture-of-Experts Router

The paper develops a minimal dynamical model showing that adaptive softmax routing in Mixture-of-Experts (MoE) layers can undergo abrupt transitions to load imbalance via bifurcation mechanisms.

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Papers

math.DScs.AIcs.LGRecentMay 27, 2026

A Minimal Bifurcation Model of Load Imbalance in a Softmax Mixture-of-Experts Router

O. M. Kiselev

The paper develops a minimal dynamical model showing that adaptive softmax routing in Mixture-of-Experts (MoE) layers can undergo abrupt transitions to load imbalance via bifurcation mechanisms.

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