Citizen science for plant identification: insights from Pl@ntnet

Supervised learning by crowdsourcing (I)

Supervised learning by crowdsourcing (II)

Improve learning combining crowdsourced labels by weighting Areas Under the Margin

Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification

Hyperparameter selection for high dimensional sparse learning

Screening Rules for Lasso with Non-Convex Sparse Regularizers

The smoothed multivariate square-root Lasso: an optimization lens on concomitant estimation

Fast solver for Sparse Generalized Linear Models

Coordinate descent (and beyond) for sparse learning optimization

Safe screening rules to speed-up sparse regression solvers

Optimization: (Block) coordinate descent for neuro-imaging

Safe Grid Search with Optimal Complexity

Celer: a Fast Solver for the Lasso with Dual Extrapolation

Convex optimization, sparsity and regression in high dimension

Adaptive Validation, a possible alternative to Cross-Validation

Poisson noise reduction with non-local PCA

Learning Heteroscedastic Models by Convex Programming under Group Sparsity

Optimal Aggregation for Affine Estimators

NL-Means, reprojections et patchs adaptatifs