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Author

Liang Guo

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Conference Jun 2026

PMKS: Co-Designing Distributed Networking and Multi-Tier Storage for Ultra-Long Context LLM Inference

The massive memory footprint of the KV Cache is a critical bottleneck in scaling Large Language Model (LLM) inference to ultra-long contexts. Existing single-node or compression-based methods either compromise model fidelity or fail to scale efficiently. This paper introduces a four-tier heterogeneous storage architect...

Liang Guo, Zezhi Hu, Long Chen et al. · 0 citations

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