AI monitoring is key to responsible deployment. Our #ICML2025 paper develops approaches for 3 main goals:
1) *Adapting* to mild data shifts
2) *Quickly Detecting* harmful shifts
3) *Diagnosing* cause of degradation
🧵w/ Xing Han, Anqi Liu, Suchi Saria
arxiv.org/abs/2505.04608