2 papers
cs.LG2025
Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy
Ruizhan Xue, Huimin Deng, Fang He +2
With the extensive application of Graph Neural Networks (GNNs) across various domains, their trustworthiness has emerged as a focal point of research. Some existing studies have sh…
cs.LG2024
Mitigating Degree Bias in Signed Graph Neural Networks
Fang He, Jinhai Deng, Ruizhan Xue +2
Like Graph Neural Networks (GNNs), Signed Graph Neural Networks (SGNNs) are also up against fairness issues from source data and typical aggregation method. In this paper, we are p…