Zhang, XuWen, Xiao Xue, Xia Xie, and Qun Ma. 2026. “Adaptive Regulation via Dual-Layer Evolution (ARDE): A Multi-Agent Approach to Balancing Efficiency, Fairness, and Diversity in Crowdsourced Platforms”. Proceedings of the AAAI Conference on Artificial Intelligence 40 (46):39620-27. https://doi.org/10.1609/aaai.v40i46.41314.