title = {IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering}, author = {Liu, Parker and Li, Chenxin and Li, Zhengxin and Wu, Yipeng, and Li, Wuyang and Yang, ...