Expressive power of invariant and equivariant graph neural networks W Azizian, M Lelarge arXiv preprint arXiv:2006.15646, 2020 | 158 | 2020 |
A tight and unified analysis of gradient-based methods for a whole spectrum of differentiable games W Azizian, I Mitliagkas, S Lacoste-Julien, G Gidel International Conference on Artificial Intelligence and Statistics, 2863-2873, 2020 | 99 | 2020 |
Accelerating smooth games by manipulating spectral shapes W Azizian, D Scieur, I Mitliagkas, S Lacoste-Julien, G Gidel International Conference on Artificial Intelligence and Statistics, 1705-1715, 2020 | 50 | 2020 |
The last-iterate convergence rate of optimistic mirror descent in stochastic variational inequalities W Azizian, F Iutzeler, J Malick, P Mertikopoulos Conference on Learning Theory, 326-358, 2021 | 30 | 2021 |
Regularization for wasserstein distributionally robust optimization W Azizian, F Iutzeler, J Malick ESAIM: Control, Optimisation and Calculus of Variations 29, 33, 2023 | 12 | 2023 |
Lower Bounds and Conditioning of Differentiable Games A Ibrahim, W Azizian, G Gidel, I Mitliagkas arXiv preprint arXiv:1906.07300, 2019 | 8 | 2019 |
Automatic Rao-Blackwellization for Sequential Monte Carlo with Belief Propagation W Azizian, G Baudart, M Lelarge ICML 2023 Workshop on Structured Probabilistic Inference {\&} Generative …, 2023 | 4 | 2023 |
Exact generalization guarantees for (regularized) wasserstein distributionally robust models W Azizian, F Iutzeler, J Malick Advances in Neural Information Processing Systems 36, 2024 | 3 | 2024 |
The Rate of Convergence of Bregman Proximal Methods: Local Geometry Versus Regularity Versus Sharpness W Azizian, F Iutzeler, J Malick, P Mertikopoulos SIAM Journal on Optimization 34 (3), 2440-2471, 2024 | 2* | 2024 |
Almost sure convergence rates of stochastic gradient methods under gradient domination S Weissmann, S Klein, W Azizian, L Döring arXiv preprint arXiv:2405.13592, 2024 | 1 | 2024 |
What is the long-run distribution of stochastic gradient descent? A large deviations analysis W Azizian, F Iutzeler, J Malick, P Mertikopoulos arXiv preprint arXiv:2406.09241, 2024 | | 2024 |