Sharpness, Restart and Acceleration V Roulet, A d'Aspremont SIAM Journal on Optimization 30 (1), 262-289, 2020 | 145 | 2020 |
Integration Methods and Optimization Algorithms D Scieur, V Roulet, F Bach, A d'Aspremont Advances in Neural Information Processing Systems 30, 2017 | 121 | 2017 |
Computational Complexity versus Statistical Performance on Sparse Recovery Problems V Roulet, N Boumal, A d'Aspremont Information and Inference: A Journal of the IMA., 2019 | 29* | 2019 |
Iterative Linearized Control: Stable Algorithms and Complexity Guarantees V Roulet, S Srinivasa, D Drusvyatskiy, Z Harchaoui Proceedings of the 36th International Conference on Machine Learning 97 …, 2019 | 25 | 2019 |
A Smoother Way to Train Structured Prediction Models VK Pillutla, V Roulet, SM Kakade, Z Harchaoui Advances in Neural Information Processing Systems 31, 2018 | 24 | 2018 |
The elements of differentiable programming M Blondel, V Roulet arXiv preprint arXiv:2403.14606, 2024 | 22 | 2024 |
On the Convergence of the Iterative Linear Exponential Quadratic Gaussian Algorithm to Stationary Points V Roulet, M Fazel, S Srinivasa, Z Harchaoui 2020 American Control Conference (ACC), 132-137, 2020 | 19* | 2020 |
Stochastic optimization for spectral risk measures R Mehta, V Roulet, K Pillutla, L Liu, Z Harchaoui International Conference on Artificial Intelligence and Statistics, 10112-10159, 2023 | 11 | 2023 |
Iterative Linear Quadratic Optimization for Nonlinear Control: Differentiable Programming Algorithmic Templates V Roulet, S Srinivasa, M Fazel, Z Harchaoui Open Journal of Mathematical Optimization 5, 1-63, 2024 | 7 | 2024 |
Differentiable Programming à la Moreau V Roulet, Z Harchaoui 2022 IEEE International Conference on Acoustics, Speech and Signal …, 2022 | 7 | 2022 |
Complexity bounds of iterative linear quadratic optimization algorithms for discrete time nonlinear control V Roulet, S Srinivasa, M Fazel, Z Harchaoui arXiv preprint arXiv:2204.02322, 2022 | 7 | 2022 |
Distributionally robust optimization with bias and variance reduction R Mehta, V Roulet, K Pillutla, Z Harchaoui arXiv preprint arXiv:2310.13863, 2023 | 6 | 2023 |
Modified Gauss-Newton Algorithms under Noise K Pillutla, V Roulet, SM Kakade, Z Harchaoui 2023 IEEE Statistical Signal Processing Workshop (SSP), 51-55, 2023 | 5 | 2023 |
Revisiting Convolutional Neural Networks from the Viewpoint of Kernel-Based Methods C Jones, V Roulet, Z Harchaoui Journal of Computational and Graphical Statistics 32 (4), 1237-1247, 2023 | 4* | 2023 |
Target Propagation via Regularized Inversion for Recurrent Neural Networks V Roulet, Z Harchaoui Transactions on Machine Learning Research, 2023 | 4* | 2023 |
On the Interplay Between Stepsize Tuning and Progressive Sharpening V Roulet, A Agarwala, F Pedregosa OPT 2023: Optimization for Machine Learning, 2023 | 2 | 2023 |
An Elementary Approach to Convergence Guarantees of Optimization Algorithms for Deep Networks V Roulet, Z Harchaoui 2019 57th Annual Allerton Conference on Communication, Control, and …, 2019 | 2 | 2019 |
Discriminative Clustering with Representation Learning with any Ratio of Labeled to Unlabeled Data C Jones, V Roulet, Z Harchaoui Statistics and Computing 32 (1), 1-24, 2022 | 1 | 2022 |
The Trade-offs of Incremental Linearization Algorithms for Nonsmooth Composite Problems K Pillutla, V Roulet, SM Kakade, Z Harchaoui Preprint, 2022 | 1 | 2022 |
On the Smoothing of Deep Networks V Roulet, Z Harchaoui 2021 55th Annual Conference on Information Sciences and Systems (CISS), 1-6, 2021 | 1 | 2021 |