DegFairGT adds degree-weighted edges between similar non-adjacent nodes within communities and injects structural similarity into self-attention, improving degree fairness, classification, and clustering on six benchmarks.
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Mitigating Degree Bias in Graph Representation Learning with Learnable Structural Augmentation and Structural Self-Attention
DegFairGT adds degree-weighted edges between similar non-adjacent nodes within communities and injects structural similarity into self-attention, improving degree fairness, classification, and clustering on six benchmarks.