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arXiv1d ago
5.5

KV Packet: Recomputation-Free Context-Independent KV Caching for LLMs

Chuangtao Chen, Grace Li Zhang, Xunzhao Yin, Cheng Zhuo, Bing Li, Ulf Schlichtmann

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Analysis

Viral velocity
low
Implementation gapYES
Novelty9/10
Categorypaper
Topics
inferencequantizationllm

Opportunity Brief

Build a caching kernel that achieves recomputation-free attention. This will significantly reduce the latency of long-context LLM serving by decoupling KV caches from specific input contexts.

Suggested repo: KVPack

"True zero-recomputation context switching for high-throughput LLM inference."

Estimated effort: 120h