cs.OS · 2026-09-28 · No. 127
Operating Systems, 2026-09-28.
1 new papers in cs.OS. Titles, authors,
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01 — The papers
1 entries-
01
ActKV: Efficient LLM Agents through Action-Guided KV Cache Management
Zihan Wang, Cheng Tang, Lei Gong, Chao Wang, Wenqi Lou, Teng Wang, Xuehai Zhou
cs.OS · cs.AI
Agentic LLM inference accumulates long KV caches across iterative observation-reasoning-action loops, imposing substantial memory overhead and limiting serving throughput. Existing compression methods emphasize overall output quality, overlooking the asymmetric importance of actions in driving task progress. Our key idea is to establish a compression criterion that values KV entries by their contribution to action generation and prioritizes...
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