2 papers
cs.LG2025
A Binary Classification Social Network Dataset for Graph Machine Learning
Adnan Ali, Jinglong Li, Huanhuan Chen +1
Social networks have a vast range of applications with graphs. The available benchmark datasets are citation, co-occurrence, e-commerce networks, etc, with classes ranging from 3 t…
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…