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home/skills/benchflow-ai/skillsbench/mhc-algorithm
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mhc-algorithm

bybenchflow-ai· 57 skills

Stars

1.6k

Forks

346

Category

Machine Learning & AI

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TL;DR

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).

How to install mhc-algorithm?

benchflow-ai/skillsbench/mhc-algorithm
$npx -y skills add benchflow-ai/skillsbench --skill mhc-algorithm

Installs into the current project.

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Use this skill

Run `npx skills use "https://github.com/benchflow-ai/skillsbench" --skill "benchflow-ai/skillsbench/mhc-algorithm"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.

Use the whole pack

Use the skills in "https://github.com/benchflow-ai/skillsbench" that are relevant to the current task. Run `npx skills add "https://github.com/benchflow-ai/skillsbench"` and select the relevant skills, then follow their instructions.

Preview

benchflow-ai/skillsbenchbenchflow-ai/skillsbench

$ npx -y skills add benchflow-ai/skillsbench --skill mhc-algorithm

▸ installing to .claude/skills…

✓ mhc-algorithm ready

Repobenchflow-ai/skillsbench
TypeSkills
CategoryMachine Learning & AI
ForResearcherArchitect
UpdatedJul 2026
License—
First seenJul 26, 2026

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