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Vincent Roulet
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Sharpness, Restart and Acceleration
V Roulet, A d'Aspremont
SIAM Journal on Optimization 30 (1), 262-289, 2020
1272020
Integration Methods and Optimization Algorithms
D Scieur, V Roulet, F Bach, A d'Aspremont
Advances in Neural Information Processing Systems 30, 2017
1092017
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
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
242018
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
222019
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
17*2020
Differentiable Programming à la Moreau
V Roulet, Z Harchaoui
2022 IEEE International Conference on Acoustics, Speech and Signal …, 2022
82022
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
62023
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
62022
Iterative linear quadratic optimization for nonlinear control: Differentiable programming algorithmic templates
V Roulet, S Srinivasa, M Fazel, Z Harchaoui
arXiv preprint arXiv:2207.06362, 2022
52022
Target propagation via regularized inversion
V Roulet, Z Harchaoui
arXiv preprint arXiv:2112.01453, 2021
42021
Kernel-based Translations of Convolutional Networks
C Jones, V Roulet, Z Harchaoui
arXiv preprint arXiv:1903.08131, 2019
42019
Computational complexity versus statistical performance on sparse recovery problems
V Roulet, N Boumal, A d'Aspremont
arXiv preprint arXiv:1506.03295, 2017
32017
Modified Gauss-Newton Algorithms under Noise
K Pillutla, V Roulet, SM Kakade, Z Harchaoui
2023 IEEE Statistical Signal Processing Workshop (SSP), 51-55, 2023
12023
The Trade-offs of Incremental Linearization Algorithms for Nonsmooth Composite Problems
K Pillutla, V Roulet, SM Kakade, Z Harchaoui
Preprint, 2022
12022
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
12019
On the Geometry of Optimization Problems and their Structure
V Roulet
DI-ENS - Département d'informatique de l'École normale supérieure, CNRS …, 2018
12018
On the Interplay Between Stepsize Tuning and Progressive Sharpening
V Roulet, A Agarwala, F Pedregosa
OPT 2023: Optimization for Machine Learning, 2023
2023
Distributionally Robust Optimization with Bias and Variance Reduction
R Mehta, V Roulet, K Pillutla, Z Harchaoui
arXiv preprint arXiv:2310.13863, 2023
2023
Distributionally Robust Optimization with Bias & Variance Reduced Gradients
R Mehta, V Roulet, K Pillutla, Z Harchaoui
The Twelfth International Conference on Learning Representations, 2023
2023
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