ANML: Attribution-Native Machine Learning with Guaranteed Robustness

Oliver Zahn, Matt Beton, Simran Chana

Frontier AI systems increasingly train on specialized expert data, from clinical records to proprietary research to curated datasets, yet current training pipelines treat all sampl…