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Home/Authors/Man Shi

Man Shi

1 indexed paper

Recent (6 mo)
1
With code
0
Influential cites
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Publications per year

1
26

Top categories

Architecture×1AI×1ML×1

Frequent co-authors

Chao Fang1×
Jun Yin1×
Marian Verhelst1×

Research Timeline

2026
HiKV: Hierarchical Importance-Aware KV Cache with Hardware Acceleration for LLM Decoding

Proposed a novel algorithm-hardware co-design, HiKV, to tackle the memory bottleneck in long-context large language models by exploiting KV cache redundancy through hierarchical importance awareness, achieving up to 7.95x speedup and 90% energy reduction.

Highlighted terms show continued research focus across papers

Papers

cs.ARcs.AIcs.LGEmpiricalRecentJul 24, 2026

HiKV: Hierarchical Importance-Aware KV Cache with Hardware Acceleration for LLM Decoding

Chao Fang, Jun Yin, Man Shi, Marian Verhelst

Proposed a novel algorithm-hardware co-design, HiKV, to tackle the memory bottleneck in long-context large language models by exploiting KV cache redundancy through hierarchical importance awareness,…

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