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Vincent Roulet
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Year
Sharpness, Restart and Acceleration
V Roulet, A d'Aspremont
SIAM Journal on Optimization 30 (1), 262-289, 2020
1462020
Integration Methods and Optimization Algorithms
D Scieur, V Roulet, F Bach, A d'Aspremont
Advances in Neural Information Processing Systems 30, 2017
1212017
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
252019
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
The elements of differentiable programming
M Blondel, V Roulet
arXiv preprint arXiv:2403.14606, 2024
232024
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
112023
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
72024
Differentiable Programming à la Moreau
V Roulet, Z Harchaoui
2022 IEEE International Conference on Acoustics, Speech and Signal …, 2022
72022
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
72022
Distributionally robust optimization with bias and variance reduction
R Mehta, V Roulet, K Pillutla, Z Harchaoui
arXiv preprint arXiv:2310.13863, 2023
62023
Modified Gauss-Newton Algorithms under Noise
K Pillutla, V Roulet, SM Kakade, Z Harchaoui
2023 IEEE Statistical Signal Processing Workshop (SSP), 51-55, 2023
52023
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
22023
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
22019
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
12022
The Trade-offs of Incremental Linearization Algorithms for Nonsmooth Composite Problems
K Pillutla, V Roulet, SM Kakade, Z Harchaoui
Preprint, 2022
12022
On the Smoothing of Deep Networks
V Roulet, Z Harchaoui
2021 55th Annual Conference on Information Sciences and Systems (CISS), 1-6, 2021
12021
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Articles 1–20