2 papers
cs.CL2026
From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents
Bo Tang, Yang Zhang, Guomian Zhuang +8
Existing memory systems for long-horizon LLM agents often retrieve prior traces as passive context rather than converting them into executable capabilities. In this paper, we propo…
cs.NE2025
Large Language Model-Driven Surrogate-Assisted Evolutionary Algorithm for Expensive Optimization
Lindong Xie, Genghui Li, Zhenkun Wang +2
Surrogate-assisted evolutionary algorithms (SAEAs) are a key tool for addressing costly optimization tasks, with their efficiency being heavily dependent on the selection of surrog…