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class imbalance 1graph neural networks 1node classification 1node importance assessment 1synthetic node generation 1

From the 1 of 9 linked papers with an AI index.

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20242026
most citedNodeImport: Imbalanced Node Classification with Node Importance Assessment

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cs.AI2026

EvoClinician: A Self-Evolving Agent for Multi-Turn Medical Diagnosis via Test-Time Evolutionary Learning

Yufei He, Juncheng Liu, Zhiyuan Hu +9

Prevailing medical AI operates on an unrealistic ''one-shot'' model, diagnosing from a complete patient file. However, real-world diagnosis is an iterative inquiry where Clinicians…