Abstract: Highlights•Previous spatial–temporal convolutional networks suffer from fixed graph strategy.•Naive spatial–temporal graph attention networks does not work well.•Strategies to release the potential of spatial–temporal graph attention networks.•Much progress on classifying similar action pairs.
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