Zhenglong Li

LGNet: Linear Graph Representation for Efficient Cold-Start Recommendations

Graph Convolutional Networks (GCNs) demonstrate significant potential in recommendation systems but face difficulties with the cold-start problem, especially in integrating new nodes during inference. The typical solution leverages meta-learning for few-shot learning, though it often fails to fully…