Optimistic and Pessimistic Actor in RL: Decoupling Exploration and Utilization. - Jingpu Yang; Qirui Zhao; Helin Wang; Yuxiao Huang; Zirui Song; Miao Fang 001 (CoRR, 2023)

Efficient Reinforcement Learning via Decoupling Exploration and Utilization. - Jingpu Yang; Helin Wang; Qirui Zhao; Zhecheng Shi; Zirui Song; Miao Fang 001 (ICIC (2), 2024)

Hazards in Daily Life? Enabling Robots to Proactively Detect and Resolve Anomalies. - Zirui Song; Guangxian Ouyang; Meng Fang; Hongbin Na; Zijing Shi; Zhenhao Chen; Yujie Fu; Zeyu Zhang 006; Shiyu Jiang; Miao Fang 001; Ling Chen 006; Xiuying Chen (NAACL (Long Papers), 2025)

Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey. - Zirui Song; Bin Yan 004; Yuhan Liu; Miao Fang 001; Mingzhe Li 001; Rui Yan 001; Xiuying Chen (CoRR, 2025)