Topology-Aware LLM-Driven Social Simulation: A Unified Framework for Efficient and Realistic Agent Dynamics. - Yuwei Xu; Shulun Zhang; Yingli Zhou; Shipei Zeng; Laks V. S. Lakshmanan; Chenhao Ma 001 (CoRR, 2026)