Multi-query attention
Concept
The most aggressive efficient attention scheme in Transformer models, which uses only one key-value head, significantly reducing KV cache size and improving inference speed for larger batch sizes.
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Videos Mentioning Multi-query attention

Cursor Team: Future of Programming with AI | Lex Fridman Podcast #447
Lex Fridman
The most aggressive efficient attention scheme in Transformer models, which uses only one key-value head, significantly reducing KV cache size and improving inference speed for larger batch sizes.

Stanford CS336 Language Modeling from Scratch | Spring 2026 | Lecture 10: Inference
Stanford Online
An attention variant with K=1, mentioned as being very fast but generally not used due to poor performance.