3 papers
cs.SI2026
Modeling and Interpreting Teamwork Dynamics in Cancer Care Outcome Prediction
Yuhua Huang, Hsiao-Ying Lu, Kwan-Liu Ma
Cancer care requires a longitudinal approach in which treatments are planned and delivered over time according to the needs of each individual patient. While prior research has tho…
cs.SI2026
Associating Healthcare Teamwork with Patient Outcomes for Predictive Analysis
Hsiao-Ying Lu, Kwan-Liu Ma
Cancer treatment outcomes are influenced not only by clinical and demographic factors but also by the collaboration of healthcare teams. However, prior work has largely overlooked…
cs.LG2025
GNNAnatomy: Rethinking Model-Level Explanations for Graph Neural Networks
Hsiao-Ying Lu, Yiran Li, Ujwal Pratap Krishna Kaluvakolanu Thyagarajan +1
Graph Neural Networks (GNNs) achieve outstanding performance across graph-based tasks but remain difficult to interpret. In this paper, we revisit foundational assumptions underlyi…