2 papers
cs.AI2026
RedKnot: Efficient Long-Context LLM Serving with Head-Aware KV Reuse and SegPagedAttention
Yang Liu, ZhaoKai Luo, Zhaokai Luo +11
As the input length of large language model (LLM) serving continues to grow, the KV cache has become a dominant bottleneck in AI infrastructure. It limits GPU memory capacity, serv…
cs.AI2026
EvoAgent: An Evolvable Agent Framework with Skill Learning and Multi-Agent Delegation
Aimin Zhang, Jiajing Guo, Fuwei Jia +3
This paper proposes EvoAgent--an evolvable large language model (LLM) agent framework that integrates structured skill learning with a hierarchical sub-agent delegation mechanism.…