Xiaowen Liu

Conditional Diffusion Denoising and Multi-Source Semantic Fusion for Social Recommendation

Social recommendation alleviates data sparsity and cold-start issues by leveraging user social networks. However, real-world social graphs are often contaminated with noisy relations, such as weak or spurious links, which are amplified during graph propagation and degrade user representation learning. To address this i...