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PolarKV: Tier Locally, Serve Globally- A KV Cache over Cloud Memory and Storage

Summary: PolarKV is a cloud-native KV cache pairing co-located memory and block-storage shards, using memory for bandwidth and storage for capacity. Shard-local tiering avoids costly cross-VM movement and cuts LLM inference TTFT by up to 80%. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
h603b94f1ae37ef1c
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,950 | 26.38%
DOI
10.14778/3827998.3828047

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BibTeX Citation

@article{zhang_vldb26,
        title = {{PolarKV: Tier Locally, Serve Globally- A KV Cache over Cloud Memory and Storage}},
        author = {Zhang, Yingqiang and Yang, Xinjun and Chen, Hao and Li, Feifei and Wang, Shuwen and Sun, Chuan and Wu, Sai and Weng, Ninglong},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {12},
        pages = {4480--4493},
        doi = {10.14778/3827998.3828047},
        url = {https://doi.org/10.14778/3827998.3828047},
        year = {2026}
}

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