2 papers
cs.CL2026
Graph-GRPO: Stabilizing Multi-Agent Topology Learning via Group Relative Policy Optimization
Yueyang Cang, Xiaoteng Zhang, Erlu Zhao +7
Optimizing communication topology is fundamental to the efficiency and effectiveness of Large Language Model (LLM)-based Multi-Agent Systems (MAS). While recent approaches utilize…
cs.LG2023
SMAP: A Novel Heterogeneous Information Framework for Scenario-based Optimal Model Assignment
Zekun Qiu, Zhipu Xie, Zehua Ji +2
The increasing maturity of big data applications has led to a proliferation of models targeting the same objectives within the same scenarios and datasets. However, selecting the m…