mHC Explained: How DeepSeek Rewires LLMs for 2026

AI Papers Academy · Beginner ·📄 Research Papers Explained ·2mo ago
DeepSeek just dropped mHC: Manifold-Constrained Hyper-Connections. A new research rewiring LLMs architecture. mHC builds on Hyper-Connections, introduced by ByteDance in 2025. In this video we break down the paper starting from residual connections, to Hyper-Connections, and mHC. Paper - https://arxiv.org/abs/2512.24880 Written Review - https://aipapersacademy.com/deepseek-mhc/ ___________________ 🔔 Subscribe for more AI paper reviews! 📩 Join the newsletter → https://aipapersacademy.com/newsletter/ Become a patron - https://www.patreon.com/aipapersacademy The video was edited using Vi…
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Chapters (5)

Introduction
0:35 Residual Connection
2:30 Hyper-Connections
4:57 mHC
7:05 mHC Results
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