12 citations
- F. Bach2 profiles21 · h 108
- Alessandro Rudi3 profiles9 · h 27
- Francis R. Bach4 profiles6 · h 7
- Francis Bach3 profiles5 · h 3
- P. Gaillard5 · h 25
- Adrien B. Taylor2 profiles3 · h 24
- Eliot Beyler3 · h 2
- Lawrence Stewart3 · h 6
- Pierre Gaillard2 profiles3 · h 2
- Blake E. Woodworth2 · h 21
- Claire Boyer2 · h 6
- Gérard Biau2 · h 6
- Département d'InformatiqueFR10 papers
- École Normale Supérieure - PSLFR5 papers
- Institut national de recherche en sciences et technologies du numériqueFR4 papers
- CERMICSFR2 papers
- International University of Fundamental StudiesRU2 papers
- Amazon (United States)US1 paper
- Bocconi UniversityIT1 paper
- Carnegie Mellon UniversityUS1 paper
- Centre de Robotique1 paper
- Centre National de la Recherche ScientifiqueFR1 paper
- Centrum Wiskunde & InformaticaNL1 paper
- College of Western IdahoUS1 paper
4 papers · 2 filters
Enjoying Non-linearity in Multinomial Logistic Bandits: A Minimax-Optimal Algorithm
Pierre Boudart, Pierre Gaillard, Alessandro Rudi
We consider the multinomial logistic bandit problem in which a learner interacts with an environment by selecting actions to maximize expected rewards based on probabilistic feedba…
Building Bridges between Regression, Clustering, and Classification
Lawrence Stewart, Francis Bach, Quentin Berthet
Regression, the task of predicting a continuous scalar target y based on some features x is one of the most fundamental tasks in machine learning and statistics. It has been observ…
Forecasting time series with constraints
Nathan Doumèche, Francis Bach, Éloi Bedek +3
Time series forecasting presents unique challenges that limit the effectiveness of traditional machine learning algorithms. To address these limitations, various approaches have in…
Convergence of Shallow ReLU Networks on Weakly Interacting Data
Léo Dana, Francis Bach, Loucas Pillaud-Vivien
We analyse the convergence of one-hidden-layer ReLU networks trained by gradient flow on data points. Our main contribution leverages the high dimensionality of the ambient spa…