Abstract: Highlights•Three pooling and Three unpooling layers capture multi-scale protein structural information.•Fused Transformer, GCN and GAT capture multi-scale global and local features.•U-Net processing followed by a second pass enables deeper feature extraction.•Used Laplacian positional encoding to capture global protein structural information.
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