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Quan-Sheng Gu

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#machine learning Preprint Sep 2026

SparseEngine: Sparse-First Inference Engine

Long-context LLM agents accumulate interaction histories that strain KV-cache memory and attention computation. Although sparse attention reduces these costs, heterogeneous cache representations and workflows hinder integration with existing inference engines, while prior sparse-serving abstractions support only specif...

Jitai Hao, Quan-Sheng Gu, Qiang Huang et al. · 0 citations

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