9 citations · 21 across the 4 of their papers we have counts for
4 papers
L 1-norm double backpropagation adversarial defense
Ismaïla Seck, Gaëlle Loosli, Stephane Canu
Adversarial examples are a challenging open problem for deep neural networks. We propose in this paper to add a penalization term that forces the decision function to be at in some…
TrIK-SVM : an alternative decomposition for kernel methods in Krein spaces
Gaëlle Loosli
The proposed work aims at proposing a alternative kernel decomposition in the context of kernel machines with indefinite kernels. The original paper of KSVM (SVM in Kreǐn spaces) u…
Baselines and a datasheet for the Cerema AWP dataset
Ismaïla Seck, Khouloud Dahmane, Pierre Duthon +1
This paper presents the recently published Cerema AWP (Adverse Weather Pedestrian) dataset for various machine learning tasks and its exports in machine learning friendly format. W…
Using SVDD in SimpleMKL for 3D-Shapes Filtering
Gaëlle Loosli, Hattoibe Aboubacar
This paper proposes the adaptation of Support Vector Data Description (SVDD) to the multiple kernel case (MK-SVDD), based on SimpleMKL. It also introduces a variant called Slim-MK-…