Meta-learning enhanced human–robot collaboration in visual communication design instruction
Visual icon-based human–robot interaction faces challenges of low efficiency and asynchronous responses in educational settings. This study proposes the Adaptive Graph-based Visual Teaching and Robot Interaction (AGVTRI) model for optimizing robot teaching networks. Integrating a Vision Transformer, graph neural networ...