Journals 

Carboni, L., Nwaigwe, D., Mainsant, M., Bayle, R., Reyboz, M., Mermillod, M., ... & Achard, S. (2025). Exploring continual learning strategies in artificial neural networks through graph-based analysis of connectivity: insights from a brain-inspired perspective. Neural Networks, 107125. 

Carboni, L., Dojat, M., & Achard, S. (2023). Nodal-statistics-based equivalence relation for graph collections. Physical Review E, 107(1), 014302. 

Nwaigwe, D., Carboni, L., Mermillod, M., Achard, S., & Dojat, M. (2023). Graph-based methods coupled with specific distributional distances for adversarial attack detection. Neural Networks.

Conference Papers 

Carboni, L., Dojat, M.,  & Achard, S. (2023)  Nodal equivalence relation for brain connectivity analysis. In GRETSI. 

Carboni, L., Achard, S., & Dojat, M. (2021). Network embedding for brain connectivity. In 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI) (pp. 1722-1725). IEEE.

Abstracts and Communications

Carboni, L., Achard, S., & Dojat, M. (2023). Différencier les réseaux de connectivité cérébrale fonctionnelle de repos : apport de la combinaison de statistiques nodales de graphes. In 6ème congrés de la Société Francaise de Résonance Magnétique en Biologie et Médecine.

Carboni, L., Achard, S., Tzourio, C., Joliot, M. & Dojat, M., (2023) Différencier les réseaux de connectivité cérébrale fonctionnelle de repos: apport de la combinaison de statistiques nodales de graphes. In IABM  -  Colloque Français d'Intelligence Artificielle en Imagerie Biomédicale. 

Carboni, L., Dojat, M., & Achard, S. (2022). Nodal statistics-based structural pattern detection for graph collections characterization. In Conference on Complex Systems.

Chiominto S., Pappone F.,  Lbath H., Carboni, L., & Achard, S. (2022). Homological information to refine small-world regime of brain functional connectivity networks. In Conference on Complex Systems.

Carboni, L., Nwaigwe, D., Achard, S. & Dojat, M., (2022) Graph-based functional connectivity analysis of Human Brain and Artificial Neural Networks, In 3AI - Doctoral Workshop.

Carboni L., Achard, S., Tzourio, C., Joliot, M. & Dojat M., (2022) Human Brain Functional Network Characterization. In MOMI22 - The World of Industrial Mathematics.

Carboni, L., Dojat, M., & Achard, S. (2021). Stationary distribution of node2vec random walk for brain connectivity networks discrimination. In Conference on Complex Systems. 

Carboni L., Achard, S., & Dojat, M. (2020). Network embedding for brain connectivity. In AI4health - Summer School.