A Study of Condition Numbers for First-Order Optimization. - Charles Guille-Escuret; Manuela Girotti; Baptiste Goujaud; Ioannis Mitliagkas (AISTATS, 2021)

Convergence Analysis and Implicit Regularization of Feedback Alignment for Deep Linear Networks. - Manuela Girotti; Ioannis Mitliagkas; Gauthier Gidel (CoRR, 2021)

Neural Networks Efficiently Learn Low-Dimensional Representations with SGD. - Alireza Mousavi Hosseini; Sejun Park; Manuela Girotti; Ioannis Mitliagkas; Murat A. Erdogdu (ICLR, 2023)