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20152026
most citedEASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients

8 citations · 36 across the 25 of their papers we have counts for

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Showing 2021Show all

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cs.LG2021

Graphs as Tools to Improve Deep Learning Methods

Carlos Lassance, Myriam Bontonou, Mounia Hamidouche +3

In recent years, deep neural networks (DNNs) have known an important rise in popularity. However, although they are state-of-the-art in many machine learning challenges, they still…

stat.ML2021

Improving Classification Accuracy with Graph Filtering

Mounia Hamidouche, Carlos Lassance, Yuqing Hu +3

In machine learning, classifiers are typically susceptible to noise in the training data. In this work, we aim at reducing intra-class noise with the help of graph filtering to imp…