Complexity analysis of stochastic gradient methods for PDE-constrained optimal control problems with uncertain parameters M Martin, S Krumscheid, F Nobile ESAIM: Mathematical Modelling and Numerical Analysis 55 (ARTICLE), 1599-1633, 2021 | 49* | 2021 |
Online non-convex optimization with imperfect feedback A Héliou, M Martin, P Mertikopoulos, T Rahier Advances in Neural Information Processing Systems 33, 2020 | 22 | 2020 |
Efficient Kernelized UCB for Contextual Bandits H Zenati, A Bietti, E Diemert, J Mairal, M Martin, P Gaillard International Conference on Artificial Intelligence and Statistics, 5689-5720, 2022 | 17 | 2022 |
A Multilevel Stochastic Gradient method for PDE-constrained Optimal Control Problems with uncertain parameters M Martin, F Nobile, P Tsilifis arXiv preprint arXiv:1912.11900, 2019 | 17 | 2019 |
Zeroth-Order Non-Convex Learning via Hierarchical Dual Averaging A Héliou, M Martin, P Mertikopoulos, T Rahier International Conference on Machine Learning, 4192-4202, 2021 | 15 | 2021 |
PDE-constrained optimal control problems with uncertain parameters using SAGA M Martin, F Nobile SIAM/ASA Journal on Uncertainty Quantification 9 (3), 979-1012, 2021 | 15 | 2021 |
Individual Treatment Prescription Effect Estimation in a Low Compliance Setting T Rahier, A Héliou, M Martin, C Renaudin, E Diemert Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data …, 2021 | 5* | 2021 |
Counterfactual learning of continuous stochastic policies H Zenati, A Bietti, M Martin, E Diemert, J Mairal arXiv preprint arXiv:2004.11722, 2020 | 5 | 2020 |
Sequential counterfactual risk minimization H Zenati, E Diemert, M Martin, J Mairal, P Gaillard International Conference on Machine Learning, 40681-40706, 2023 | 4 | 2023 |
About evaluation metrics for contextual uplift modeling C Renaudin, M Martin arXiv preprint arXiv:2107.00537, 2021 | 4 | 2021 |
Nested bandits M Martin, P Mertikopoulos, T Rahier, H Zenati International Conference on Machine Learning, 15093-15121, 2022 | 3 | 2022 |
Counterfactual Learning of Stochastic Policies with Continuous Actions: from Models to Offline Evaluation H Zenati, A Bietti, M Martin, E Diemert, P Gaillard, J Mairal arXiv preprint arXiv:2004.11722, 2020 | 3 | 2020 |
Stochastic approximation methods for PDE constrained optimal control problems with uncertain parameters MC Martin, F Nobile EPFL, 2019 | 3 | 2019 |
Optimization Approaches for Counterfactual Risk Minimization with Continuous Actions. H Zenati, A Bietti, M Martin, E Diemert, J Mairal CoRR, 2020 | 1 | 2020 |
Efficient Kernel UCB for Contextual Bandits H Zenati, A Bietti, E Diemert, J Mairal, M Martin, P Gaillard arXiv preprint arXiv:2202.05638, 2022 | | 2022 |
MATHICSE Technical Report: A Multilevel Stochastic Gradient method for PDE-constrained Optimal Control Problems with uncertain parameters MC Martin, F Nobile, P Tsilifis MATHICSE, 2020 | | 2020 |
PDE-constrained optimal control problems with uncertain parameters using SAGA M Martin, F Nobile arXiv preprint arXiv:1810.13378, 2018 | | 2018 |
MATHICSE Technical Report: Analysis of stochastic gradient methods for PDE-constrained optimal control problems with uncertain parameters M Martin, S Krumscheid, F Nobile MATHICSE, 2018 | | 2018 |
Overview of robust optimal control problems for random PDEs using different risk F Nobile, M Martin | | 2016 |
CSQI F Bonizzoni, R Bordelais, SS Ganesh, C Garcia Pareja, DM Goutaudier, ... | | |