2 papers
cs.LG2026
Subgraph Filtering for Fair Graph Neural Networks
Haohui Lu, jiyuan Tian, Fangyu Zhou +1
Graph neural networks (GNNs) can exhibit unfair behavior even when sensitive attributes are excluded from node features, because graph topology and message passing propagate group-…
cs.LG2026
NeoTriFuse: Reliability-Aware Multimodal Fusion under Missingness Heterogeneity for Neonatal Mortality Risk Prediction
Jiyuan Tian, Qincheng Shen, Ye Lin +2
Neonatal mortality risk prediction from bedside monitoring data remains challenging due to extreme class imbalance, heterogeneous clinical risk factors, multi-scale temporal dynami…