Overview of the proposed encoder architectures. (a) Parallel Graph Encoder (PGE) with separated parallel global and local node encoders. (b) Cascaded Graph Encoder (CGE) with separated cascaded encoders. (c) PGE-LW: global and local node representations are concatenated layer-wise. (d) CGE-LW: Both node representations are cascaded layer-wise.
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