Graphs as Tools to Improve Deep Learning Methods
Carlos Lassance, Myriam Bontonou, Mounia Hamidouche, Bastien Pasdeloup, Lucas Drumetz, Vincent Gripon. Book chapter in Advances in Artificial Intelligence: Reviews, Vol. 2, 2021.

Improving Classification Accuracy With Graph Filtering
Mounia Hamidouche, Bastien Pasdeloup, Lucas Drumetz, Vincent Gripon. IEEE International Conference on Image Processing, 2021.

Ranking Deep Learning Generalization using Label Variation in Latent Geometry Graphs
Carlos Lassance, Louis Béthune, Myriam Bontonou, Mounia Hamidouche, Vincent Gripon. Neural Information Processing Systems (NeurIPS) competition, 2020.

Eigenvalues and Spectral Dimension of Random Geometric Graphs
Konstantin Avrachenkov, Laura Cottatellucci, Mounia Hamidouche*. 8th International Conference on Complex Networks and their Applications, Dec. 2019, Lisbon, Portugal.

On the Normalized Laplacian Spectra of Random Geometric Graphs
Mounia Hamidouche, Laura Cottatellucci, Konstantin Avrachenkov. Journal of theoretical probability, second round review, 2019.

Spectral Analysis of the Adjacency Matrix of Random Geometric Graphs
Mounia Hamidouche, Laura Cottatellucci, Konstantin Avrachenkov. 57th Annual Allerton Conference on Communication, Control, and Computing, Sep. 2019, Illinois, USA.

Spectral Bounds of the Regularized Normalized Laplacian for Random Geometric Graphs
Mounia Hamidouche, Laura Cottatellucci, Konstantin Avrachenkov. 4th Graph Signal Processing Workshop, Jun. 2019, Minneapolis, USA.

Downlink performance of dense antenna deployment: To distribute or concentrate?
Mounia Hamidouche, Ejder Bastug, Jihong Park, Laura Cottatellucci, Merouane Debbah. 28th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, Dec. 2017, Montreal, Canada.

Preperit and Ongoing Work

Class Selection for Improving Few-shot Classification Performance
Mounia Hamidouche, Bastien Pasdeloup, Lucas Drumetz, Vincent Gripon. To be submitted.

Ph.D Thesis and Slides

• Thesis manuscript, May 29, 2020, EURECOM, Sophia Antipolis.

• Thesis slides, May 29, 2020, EURECOM, Sophia Antipolis.

* The authors are listed in the alphabetical order.