| 2025 | ICML | The Global Convergence Time of Stochastic Gradient Descent in Non-Convex Landscapes: Sharp Estimates via Large Deviations. | Wass Azizian, Franck Iutzeler, Jrme Malick, Panayotis Mertikopoulos |
| 2024 | ICML | What is the Long-Run Distribution of Stochastic Gradient Descent? A Large Deviations Analysis. | Wass Azizian, Franck Iutzeler, Jrme Malick, Panayotis Mertikopoulos |
| 2021 | COLT | The Last-Iterate Convergence Rate of Optimistic Mirror Descent in Stochastic Variational Inequalities. | Wass Azizian, Franck Iutzeler, Jrme Malick, Panayotis Mertikopoulos |
| 2021 | ICLR | Expressive Power of Invariant and Equivariant Graph Neural Networks. | Wass Azizian, Marc Lelarge |
| 2020 | AISTATS | A Tight and Unified Analysis of Gradient-Based Methods for a Whole Spectrum of Differentiable Games. | Wass Azizian, Ioannis Mitliagkas, Simon Lacoste-Julien, Gauthier Gidel |
| 2020 | AISTATS | Accelerating Smooth Games by Manipulating Spectral Shapes. | Wass Azizian, Damien Scieur, Ioannis Mitliagkas, Simon Lacoste-Julien, Gauthier Gidel |
| 2020 | ICML | Linear Lower Bounds and Conditioning of Differentiable Games. | Adam Ibrahim, Wass Azizian, Gauthier Gidel, Ioannis Mitliagkas |