(1)
Zhang, X.; Xue, X.; Xie, X.; Ma, Q. Adaptive Regulation via Dual-Layer Evolution (ARDE): A Multi-Agent Approach to Balancing Efficiency, Fairness, and Diversity in Crowdsourced Platforms. AAAI 2026, 40, 39620-39627.