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Guo-Xia Wang

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#artificial intelligence Preprint Oct 2026

Virtual Head Attention

The design of attention mechanisms in long-context large language models faces an ``impossible triangle''among KV cache size, training and prefill FLOPs, and model quality. GQA achieves strong quality but incurs high KV cache overhead; alternative approaches such as MLA and MFA can compress the cache, but MLA suffers f...

Xi-Bo Ding, Guo-Xia Wang, Jin-Le Zeng et al. · 0 citations

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