Z. Huang

Safety-Relevant Biomedical Machine Learning Should Adopt Stability-First Reporting

Biomedical Machine Learning (ML) is increasingly evaluated through Independent and Identically Distributed (IID) benchmarks, even when deployment involves irregular observation, missingness, distribution shift, and high failure costs. This position paper argues for a stability-oriented reporting standard for safety-rel...