3 papers
cs.AI2025
Beyond Traditional Diagnostics: Transforming Patient-Side Information into Predictive Insights with Knowledge Graphs and Prototypes
Yibowen Zhao, Yinan Zhang, Zhixiang Su +2
Predicting diseases solely from patient-side information, such as demographics and self-reported symptoms, has attracted significant research attention due to its potential to enha…
cs.AI2025
Context Pooling: Query-specific Graph Pooling for Generic Inductive Link Prediction in Knowledge Graphs
Zhixiang Su, Di Wang, Chunyan Miao
Recent investigations on the effectiveness of Graph Neural Network (GNN)-based models for link prediction in Knowledge Graphs (KGs) show that vanilla aggregation does not significa…
cs.CL2024
Enabling Patient-side Disease Prediction via the Integration of Patient Narratives
Zhixiang Su, Yinan Zhang, Jiazheng Jing +2
Disease prediction holds considerable significance in modern healthcare, because of its crucial role in facilitating early intervention and implementing effective prevention measur…