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cs.LG2026
Adaptive Negative Scheduling for Graph Contrastive Learning
Adnan Ali, Jinlong Li, Syed Muhammad Israr +1
Graph contrastive learning (GCL) has become a central paradigm for self-supervised representation learning in computational intelligence, with applications spanning recommendation,…
cs.LG2024
From Overfitting to Robustness: Quantity, Quality, and Variety Oriented Negative Sample Selection in Graph Contrastive Learning
Adnan Ali, Jinlong Li, Huanhuan Chen +1
Graph contrastive learning (GCL) aims to contrast positive-negative counterparts to learn the node embeddings, whereas graph data augmentation methods are employed to generate thes…