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Downlink performance of dense antenna deployment: To distribute or concentrate?

Mounia Hamidouche, Ejder Bastug, Jihong Park, Laura Cottatellucci, Merouane Debbah

On the Normalized Laplacian Spectra of Random Geometric Graphs

Mounia Hamidouche, Laura Cottatellucci, Konstantin Avrachenkov

Ranking Deep Learning Generalization using Label Variation in Latent Geometry Graphs

Carlos Lassance, Louis Béthune, Myriam Bontonou, Mounia Hamidouche, Vincent Gripon

Spectral bounds of the regularized normalized Laplacian for random geometric graphs

Mounia Hamidouche, Laura Cottatellucci, Konstantin Avrachenkov

Spectral Analysis of the Adjacency Matrix of Random Geometric Graphs

Mounia Hamidouche, Laura Cottatellucci, Konstantin Avrachenkov

Eigenvalues and Spectral Dimension of Random Geometric Graphs in Thermodynamic Regime

Konstantin Avrachenkov, Laura Cottatellucci, Mounia Hamidouche

Graphs as Tools to Improve Deep Learning Methods

Carlos Lassance, Myriam Bontonou, Mounia Hamidouche, Bastien Pasdeloup, Lucas Drumetz, Vincent Gripon

Improving Classification Accuracy With Graph Filtering

Mounia Hamidouche, Bastien Pasdeloup, Lucas Drumetz, Vincent Gripon

Recurrent Neural Networks Introduction

Generative Adversarial Networks Introduction

Sequence Generative Adversarial Nets with Policy Gradient

AAAI 2017 Review

Generative Adversarial Networks for Information Retrieval

Generative Adversarial Networks for Discrete Data