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HC uses kronecker factorized down&up projections, but it needs a mixing operation H^res.
mHC strategically requires H^res to be doubly stochastic matrices, which is a closure w.r.t. matmul.
(orthogonal maybe also work)
LatentMoE uses full matrices for down&up projections.
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