Abstract: Highlights•We propose a combined GCN and self-attention module for parallel communication and effective correlation modeling.•We design a position-aware module to handle long-term sequence ordering and position detection.•Experiments on NTU RGBD+60 and NTU RGBD+120 demonstrates competitive results.
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