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cs.LG2026
Visualizing and Interpreting Temporal Care Team Dynamics for Cancer Survival Risk Analysis
Yuhua Huang, Hsiao-Ying Lu, Kwan-Liu Ma
Cancer care is a longitudinal, time-sensitive process requiring coordination among diverse healthcare professionals (HCPs), whose collaboration evolves throughout treatment. Prior…
cs.LG2024
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…