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Hai Jin

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Book Open access Aug 2026

Structure Is All You Need to Reuse: Accelerating GraphRAG via Meta-Structure-Aware KV Caching

MetaKV is proposed, the first structure-aware KV caching mechanism that explicitly decouples static structural logic from dynamic entity semantics in GraphRAG inference, enabling high-throughput, low-latency GraphRAG without sacrificing adherence to graph topology.

Ruikun Luo, C. Gu, Jing Yang et al. · 0 citations