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Fig 1.

The flowchart.

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Fig 2.

The conversion process of EEG signals.

(a): The conversion process of Spatial-Temporal graph representation; (b): The conversion process of Spatial-Spectral graph representation.

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Fig 3.

The construction process of graph.

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Table 1.

The structure of temporal / spectral convolution.

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Table 2.

The structure of global feature aggregation.

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Table 3.

Details of the experimental environment.

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Table 4.

The contrast results of different methods in BCICIV-2a dataset.

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Table 5.

The contrast results of different methods in BCICIII-3a dataset.

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Table 6.

The contrast results of different methods in HaLT dataset.

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Table 7.

The contrast results of different methods in AHU-MIEEG dataset.

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Fig 4.

The ablation results of different variants.

(a) BCICIV-2a dataset. (b) BCICIII-3a dataset. (c) HaLT dataset. (d) AHU-MIEEG dataset.

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