ambiguous · filed under model architecture
formHC
A named MoE routing or load-balancing method whose evidence specifies an expansion factor and Sinkhorn–Knopp iteration count.
Also called formHC (MoE routing/load-balancing method).
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How sources treat it
One count per evidence span, weakest treatment to strongest.
used 1
Documented in
Evidence
1 span quoted from the sources, strongest treatment first.
As formHC, the expansion factor is set to 4, and the number of Sinkhorn-Knopp iterations is set to 20.
usedunclearin DeepSeek-V4.1-FlashDeepSeek
Filed alongside
Other methods under model architecture :: channel mixer :: mixture of experts :: expert load balancing.
Auxiliary-loss-free load balancingQuantile BalancingHistogram-based quantile estimationAuxiliary-loss load balancingExact coordinate minimizationExpert bias update factorExpert Parallelism Load BalancingExponential moving average of estimated quantilesLoad balancingMaxVioModality-specific auxiliary-loss-free load balancingPersistent load balancingPooled-global-batch quantile estimationRound-robin load balancing