arXiv cs.LGPaper
A distribution-free certification framework for trustworthy crash-severity prediction
The problem is real: safety-critical models like crash triage operate on messy, imperfect labels and shift across jurisdictions. The paper's distribution-free guarantees and shift-aware certification layer are solid. If you're deploying severity models in public systems, this certification approach is worth understanding, though the method still requires evaluation on your specific jurisdiction and data.