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arXiv9h ago
5.0

Uncertainty-Guided Latent Diagnostic Trajectory Learning for Sequential Clinical Diagnosis

Xuyang Shen, Haoran Liu, Dongjin Song, Martin Renqiang Min

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
reasoningrl

Opportunity Brief

Develop an uncertainty-guided RL agent that optimizes the sequence of evidence acquisition in diagnosis, maximizing diagnostic accuracy per step.

Suggested repo: diagnose-rl

"Stop guessing—let your agent learn the most efficient path to a diagnosis."

Estimated effort: 160h