Tag: DeepSeek
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Inside DeepSeek’s Manifold-Constrained Hyper-Connections: How a Doubly Stochastic Trick Could Rewire LLM Scaling
DeepSeek’s new paper on Manifold-Constrained Hyper-Connections (mHC) proposes a mathematically disciplined way to stabilize and scale large language models by redesigning how residual pathways carry information through very deep networks. Instead of throwing more compute at bigger models, it attacks a core architectural weakness that has quietly limited how far standard and hyper-connected networks can…
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The Disruptive Rise of DeepSeek: Redefining AI Development
The recent breakthroughs by DeepSeek, a Chinese AI firm, have sent shockwaves through the global tech industry. Founded by Liang Wenfeng in 2023, DeepSeek has challenged the status quo by developing high-performance AI models at significantly lower costs than its competitors. This achievement not only highlights the potential for innovation in AI development but also…