Multi-agent reinforcement learning in a realistic limit order book market simulation. - Michäel Karpe; Jin Fang; Zhongyao Ma; Chen Wang 095 (ICAIF, 2020)

Multi-ship cooperative air defense model based on queuing theory. - Zhongyao Ma; Keyu Wu 004; Zhong Liu 002 (CoRR, 2022)

How Humans Help LLMs: Assessing and Incentivizing Human Preference Annotators. - Shang Liu; Hanzhao Wang; Zhongyao Ma; Xiaocheng Li (CoRR, 2025)

Incentivizing High-Quality Human Annotations with Golden Questions. - Shang Liu; Zhongze Cai; Hanzhao Wang; Zhongyao Ma; Xiaocheng Li (CoRR, 2025)