| 2025 | ACSSC | A hypergraph-based Lasso regularization for distributed learning. | Gustavo Faia Fagundes, Cdric Richard, Roula Nassif |
| 2025 | ACSSC | Decentralized continual learning: A Multi-objective Minimization technique. | Yara Zgheib, Gustavo Faia Fagundes, Marc Antonini, Roula Nassif |
| 2025 | ICASSP | Communication-efficient Exact Diffusion for Decentralized Learning. | Gustavo Faia, Stefan Vlaski, Roula Nassif |
| 2024 | ACSSC | Proximally Regularized Multitask Learning over Networks. | Stefan Vlaski, Roula Nassif |
| 2024 | ICASSP | Learning Dynamics of Low-Precision Clipped SGD with Momentum. | Roula Nassif, Soummya Kar, Stefan Vlaski |
| 2022 | ACSSC | Decentralized Semi-supervised Learning over Multitask Graphs. | Maha Issa, Roula Nassif, Elsa Rizk, Ali H. Sayed |
| 2022 | ICASSP | Decentralized Learning in the Presence of Low-Rank Noise. | Roula Nassif, Virginia Bordignon, Stefan Vlaski, Ali H. Sayed |
| 2019 | ACSSC | Distributed Learning over Networks under Subspace Constraints. | Roula Nassif, Stefan Vlaski, Ali H. Sayed |
| 2019 | ICASSP | Distributed Inference over Networks under Subspace Constraints. | Roula Nassif, Stefan Vlaski, Ali H. Sayed |
| 2018 | ACSSC | Decentralized clustering for node-variant graph filtering with graph diffusion LMS. | Fei Hua, Roula Nassif, Cdric Richard, Haiyan Wang, Ali H. Sayed |
| 2018 | ICASSP | Distributed Diffusion Adaptation Over Graph Signals. | Roula Nassif, Cdric Richard, Jie Chen, Ali H. Sayed |
| 2017 | ACSSC | Penalty-based multitask distributed adaptation over networks with constraints. | Fei Hua, Roula Nassif, Cdric Richard, Haiyan Wang, Jianguo Huang |
| 2017 | ACSSC | A graph diffusion LMS strategy for adaptive graph signal processing. | Roula Nassif, Cdric Richard, Jie Chen, Ali H. Sayed |
| 2016 | ACSSC | Distributed learning over multitask networks with linearly related tasks. | Roula Nassif, Cdric Richard, Andr Ferrari, Ali H. Sayed |
| 2016 | ICASSP | Diffusion LMS over multitask networks with noisy links. | Roula Nassif, Cdric Richard, Jie Chen, Andr Ferrari, Ali H. Sayed |
| 2015 | ICASSP | Multitask diffusion LMS with sparsity-based regularization. | Roula Nassif, Cdric Richard, Andr Ferrari, Ali H. Sayed |
| 2014 | ACSSC | Performance analysis of multitask diffusion adaptation over asynchronous networks. | Roula Nassif, Cdric Richard, Andr Ferrari, Ali H. Sayed |