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Hierarchical Copula-Gumbel-Top-\texorpdfstring{$K$}{K} Routing: Two-Sided Dependence Control for Frozen Mixture-of-Experts at Fixed Per-Token Routing Laws

arXiv cs.LG · 2026-08-03 Cached

The paper introduces Hierarchical Copula-Gumbel-Top-K (H-CGA) routing, a method to control joint dependence among token routing choices in frozen Mixture-of-Experts models while keeping each token's routing law exactly fixed. It provides theoretical trade-offs between coherence and load dispersion and validates the mechanism with a small-scale pilot.

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#dependence

Thoughts on this Sam Altman quote?

Reddit r/artificial · 2026-06-10

A discussion on Sam Altman's vision of AI as a metered utility like electricity or water, raising questions about practicality and concerns over dependence on a few companies.

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