Wannian Xia’s research interests lie in the intersection of natural language processing, interactive game environments, and reinforcement learning. His work focuses on integrating natural language understanding into agent decision-making processes, enabling agents to interpret and execute diverse strategies in complex game environments. Wannian received his bachelor’s degree from Nankai University and is currently a Ph.D. candidate at the University of Chinese Academy of Sciences, where he is supervised by Prof. Bo Xu. He is also conducting research as a visiting scholar in Dr. Yali Du’s lab.