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20152025
most citedIdentifiability and optimal rates of convergence for parameters of multiple types in finite mixtures

5 citations · 14 across the 9 of their papers we have counts for

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cs.AI2025

CompeteSMoE -- Statistically Guaranteed Mixture of Experts Training via Competition

Nam V. Nguyen, Huy Nguyen, Quang Pham +3

Sparse mixture of experts (SMoE) offers an appealing solution to scale up the model complexity beyond the mean of increasing the network's depth or width. However, we argue that ef…