home/categories/machine-learning/benchflow-ai-skillsbench-tasks-mhc-layer-impl-environment-skills-mhc-algorithm-skill-md
machine-learningdata-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).

benchflow-ai
maintainer
benchflow-ai
更新於 1/19/2026
星標
946
分支
244
quick start

Installation and usage

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).

安裝
$ install --globalskills.sh
使用

安裝後,您可以通過在終端運行以下命令來使用此技能:

skills use mhc-algorithm