Lirui Luo

I am a Ph.D. student in the School of Intelligence at Peking University (PKU), majoring in Computer Science and Technology (Intelligent Science and Technology), advised by Cong Fang. I received my B.E. in Communication Engineering from the School of Electronic and Information Engineering at Beijing Jiaotong University (BJTU) in 2023.

I am currently an intern at JD.com’s Tech Genius Team (TGT, Top Young Technical Talent Program), working on Agentic RL post-training for e-commerce agents.

My research focuses on continual reinforcement learning for agents that learn, adapt, and self-improve through long-term interaction. I study how reinforcement learning agents preserve plasticity, acquire new skills, and evolve across changing tasks and environments. Recently, I have also been exploring continual reinforcement learning for large models, including RLVR-style training, agent self-improvement, and post-training for practical agentic systems.