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
अपडेट किया गया 1/19/2026
स्टार
946
फोर्क
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).
इंस्टॉलेशन
$ install --globalskills.sh
उपयोग
इंस्टॉल करने के बाद, आप टर्मिनल में यह कमांड चलाकर इस स्किल का उपयोग कर सकते हैं:
skills use mhc-algorithm