Hongyi Lin

Rethinking Foundation Model Collaboration: Enhancing Specialized Models through Proxy Task Reasoning

Hongyi Lin, Yang Liu, Jinhua Zhao, Xiaobo Qu

Foundation models are increasingly integrated into embodied intelligence systems, but directly assigning them structured prediction tasks requires precise geometric and numerical estimation, where specialized models often remain stronger. This capability mismatch raises a key que…Read more