Dual-Space Gated Fusion Adaptive Denoising and Diversity-Balanced Recommendation
Graph neural networks have become a widely adopted backbone for collaborative filtering because they capture high-order dependencies in user–item interaction graphs. However, noisy interactions can be amplified during graph propagation, while conventional contrastive objectives may over-separate behaviorally similar us...