120 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- CY Cergy Paris UniversitéFR30 papers
- ESSEC Business SchoolSG11 papers
- Centre de Recherche en Économie et StatistiqueFR10 papers
- Johannes Kepler University of LinzAT4 papers
- Sorbonne UniversitéFR4 papers
- Université Paris CitéFR4 papers
- Centre for Research in Engineering Surface TechnologyIE3 papers
- Mathématiques Appliquées à Paris 5FR3 papers
- Center for Responsible TravelUS2 papers
- Decision Sciences (United States)US2 papers
- Département mathématiques, informatique, sciences de la donnée et technologies du numériqueFR2 papers
- ENSAE ParisFR2 papers
3 papers · 2 filters
Minimax optimality of deep neural networks on dependent data via PAC-Bayes bounds
Pierre Alquier, William Kengne
In a groundbreaking work, Schmidt-Hieber (2020) proved the minimax optimality of deep neural networks with ReLu activation for least-square regression estimation over a large class…
Learning with Importance Weighted Variational Inference
Kamélia Daudel, François Roueff
Several variational bounds involving importance weighting ideas generalize the Evidence Lower BOund (ELBO) for marginal likelihood optimization, such as the Importance-weighted Aut…
Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning
Otmane Sakhi, Imad Aouali, Pierre Alquier +1
This work investigates the offline formulation of the contextual bandit problem, where the goal is to leverage past interactions collected under a behavior policy to evaluate, sele…