Zhaohan Liu

From Knowledge to Inference: Formalizing Specialized Public Health Reasoning on GlobalHealthAtlas

Public health reasoning requires population-level inference grounded in scientific evidence, expert consensus, and safety constraints. However, it remains underexplored as a structured machine learning problem with limited supervised signals and benchmarks. We introduce GlobalHealthAtlas, a large-sc…