How much of ML research is about AI safety, what is it about, and who's doing it?

A LessWrong analysis of ICML 2026 papers reveals that only a small fraction of ML research focuses on AI safety. Out of 999 papers, 954 were retrievable, with approximately 10 explicitly addressing safety topics such as alignment, robustness, and interpretability. Leading contributions come from academic institutions and industry labs.