2025
LOHA: Direct Graph Spectral Contrastive Learning Between Low-Pass and High-Pass Views
AAAI 2025technical
Spectral Graph Neural Networks effectively handle graphs with different homophily levels, with low-pass filter mining feature smoothness and high-pass filter capturing differences. When these distinct filters could naturally form two opposite views for self-supervised learning, the commonalities bet…