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).
maintainer
benchflow-ai
업데이트됨 1/19/2026
스타
946
포크
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).
설치
$ install --globalskills.sh
사용법
설치 후 터미널에서 다음 명령을 실행하여 이 스킬을 사용할 수 있습니다:
skills use mhc-algorithm