Towards Worst-Case Guarantees with Scale-Aware Interpretability. - Lauren Greenspan; David S. Berman; Aryeh Brill; Ro Jefferson; Artemy Kolchinsky; Jennifer Lin; Andrew Mack; Anindita Maiti; Fernando E. Rosas; Alexander G. Stapleton; Lucas Teixeira; Dmitry Vaintrob (CoRR, 2026)