The $qs$ Inequality: Quantifying the Double Penalty of Mixture-of-Experts at Inference

Vignesh Adhinarayanan, Nuwan Jayasena

Mixture-of-Experts (MoE) models deliver high quality at low training FLOPs, but this efficiency often vanishes at inference. We identify a double penalty that structurally disadvan…