technologyDevelopingUpdated 2 h ago · since 24 Sept 2026

Xiaomi reveals HySparse2, a two-level KV sharing design for MiMo-V3-class models

According to Pandaily, Xiaomi's LLM-Core team published HySparse2, a hybrid sparse-attention design with two-level KV sharing aimed at MiMo-V3-class agentic models, reporting about 5× lower 1M-token prefill FLOPs versus Hybrid SWA on an 80B-A3B MoE. The article notes the HuSparse2 design targets efficiency in large models, though details on deployment are not provided.

2 sources1 country2 articles2 independent outletsSource strength 34/100 ⓘXiaomi
Xiaomi reveals HySparse2, a two-level KV sharing design for MiMo-V3-class models
Photo: Pandaily
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Key facts

  1. 01Xiaomi's LLM-Core team published HySparse2.
  2. 02HySparse2 is a hybrid sparse-attention design with two-level KV sharing.
  3. 03It targets MiMo-V3-class agentic models.
  4. 04It reports about 5× lower 1M-token prefill FLOPs versus Hybrid SWA on an 80B-A3B MoE.

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