Adaptive Methods Are Preferable in High Privacy Settings: An SDE Perspective - Monzio Compagnoni, Enea; Stanghellini, Alessandro; Islamov, Rustem; Lucchi, Aurelien; Koloskova, Anastasia (International Conference on Learning Representations, 2026)