2 papers
cs.MA2026
XferAgent: Cross-Agent Experience Transfer for Self-Improving LLM Agents
Weihao Li, Jun Bai, Shijie Chen +3
Large language model (LLM) agents can reuse experience from prior task executions to improve performance on subsequent tasks. Although existing methods enable cross-agent experienc…
cs.MA2026
FedAgentKE: Federated Semantic Knowledge Evolution for Heterogeneous Agents
Weihao Li, Jun Bai, Ziyang Song
Large language model (LLM)-based agents increasingly rely on reasoning, tool use, and iterative execution, yet existing agent frameworks still operate largely in isolation. While r…