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Xiaxia Feng

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#graph neural networks Open access Sep 2026

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...

Xiaxia Feng · 0 citations

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