DeepSeek's Manifold Constrained Hyper Connections (mHC) and the evolution of ResNets

Neural Breakdown with AVB · Beginner ·🧠 Large Language Models ·2mo ago
DeepSeek's new mHC: Manifold-Constrained Hyper-Connections is one of the top trending papers in the ML space currently - and this video visually breaks down everything you need to know about it. We talk about Residual connections, their role in Deep Learning, the idea of Hyper-Connections, and build intuition about the new Manifold-Constraint idea that is introduced in this paper. I have tried to use as many visualizations and illustrations to break down these concepts - feel free to pause, rewind, and rewatch sections that require extra attention! This is a very simple optimization on the sur…
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Chapters (7)

Intro
1:51 Language Models
4:29 Residual Connections
5:51 Identity Mapping
8:47 Hyper Connections
14:43 Signal Gain
16:30 Manifold Constraints and the Birkhoff Polytope
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