What is Native Sparse Attention?

Описание: What is Native Sparse Attention?
DeepSeek NSA combines token compression, selection, and sliding windows into one

When an intern's idea wins ACL 2025's Best Paper, it is worth our attention. Native Sparse Attention, from DeepSeek, Peking University, and the University of Washington, fuses three tricks into one trainable mechanism, hitting 11.6 times faster decoding on 64k sequences. Over the next few minutes we will unpack how token compression, selection, and sliding windows work together, why hardware alignment matters, and what this signals for long-context models.

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Topics covered in this video:
The Core Idea
Why It Matters

Instructor: Standarity

This video provides a comprehensive overview of the key concepts, frameworks, and implementation steps covered in the full Udemy course. Whether you're preparing for certification or looking to implement best practices in your organization, this preview will give you a solid foundation.

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