skillrank_skill benchflow-ai/mhc-algorithmMIT · open registry

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Mhc Algorithm

benchflow-ai/mhc-algorithm

Implement mHC (Manifold-Constrained Hyper-Connections) for stabilizing deep network training. Use when implementing residual connection improvements with doubly stochastic matrices via Sinkhorn-Knopp algorithm. Based on DeepSeek's 2025 paper (arXiv:2512.24880).

communityprovisionalotherimplementmhcmanifold

skillrank score

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SkillRank score blends community stars, real usage, and our eval lift; provisional until a skill is evaluated -- so popularity alone can't reach the top tier.

source

1.7k

benchflow-ai/skillsbench

tasks-extra/mhc-layer-impl/environment/skills/mhc-algorithm

open on GitHub ▸

eval status

eval pending

Success delta, token delta, and trial count are not available yet. No eval number is shown until this skill has measured results.

install

$ skillrank install benchflow-ai/mhc-algorithm
$ curl -fsSL skillrank.dev | sh