specific method · filed under model architecture
Sigmoid-based MoE router with auxiliary-loss-free load balancing
A router using sigmoid-based expert selection and an auxiliary-loss-free load-balancing bias.
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Inkling uses a sigmoid-based router with an auxiliary-loss-free load-balancing bias.
usedmodel architecturein InklingThinking Machines Lab
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Other methods under model architecture :: channel mixer :: mixture of experts.
Mixture of ExpertsSparse expert activationDeepSeekMoEGated DeltaNet MoEMixture-of-Experts layersMoE with routed and shared expertsAsymmetric input/output activation splitDispatch recomputationFrequency-based partitioning of N-gram embedding slotsHybrid Mixture of ExpertsMegaMoEMoE with 128 routed experts and a shared expertMoE with 256 experts and top-8 routingMoE with 384 routed experts and a shared expertOutput-independent MoE gradient reformulationRouted expert output modulation