| 2025 | ICASSP | Fusion of Information in Multiple Particle Filtering in the Presence of Unknown Static Parameters. | Xiaokun Zhao, Marija Iloska, Yousef El-Laham, Mnica F. Bugallo |
| 2025 | ICML | LSCD: Lomb-Scargle Conditioned Diffusion for Time series Imputation. | Elizabeth Fons, Alejandro Sztrajman, Yousef El-Laham, Luciana Ferrer, Svitlana Vyetrenko, Manuela Veloso |
| 2025 | UAI | Mixup Regularization: A Probabilistic Perspective. | Yousef El-Laham, Niccol Dalmasso, Svitlana Vyetrenko, Vamsi K. Potluru, Manuela Veloso |
| 2024 | ICASSP | Augment on Manifold: Mixup Regularization with UMAP. | Yousef El-Laham, Elizabeth Fons, Dillon Daudert, Svitlana Vyetrenko |
| 2024 | ICASSP | Neural Stochastic Differential Equations with Change Points: A Generative Adversarial Approach. | Zhongchang Sun, Yousef El-Laham, Svitlana Vyetrenko |
| 2023 | UAI | Deep Gaussian mixture ensembles. | Yousef El-Laham, Niccol Dalmasso, Elizabeth Fons, Svitlana Vyetrenko |
| 2021 | ICASSP | Particle Gibbs Sampling for Regime-Switching State-Space Models. | Yousef El-Laham, Liu Yang, Heather J. Lynch, Petar M. Djuric, Mnica F. Bugallo |
| 2020 | ICASSP | Enhanced Mixture Population Monte Carlo Via Stochastic Optimization and Markov Chain Monte Carlo Sampling. | Yousef El-Laham, Petar M. Djuric, Mnica F. Bugallo |
| 2020 | ICASSP | A Particle Gibbs Sampling Approach to Topology Inference in Gene Regulatory Networks. | Marija Iloska, Yousef El-Laham, Mnica F. Bugallo |
| 2020 | ICASSP | Indoor Altitude Estimation of Unmanned Aerial Vehicles Using a Bank of Kalman Filters. | Liu Yang, Hechuan Wang, Yousef El-Laham, Jos Ignacio Lamas Fonte, David Trillo Prez, Mnica F. Bugallo |
| 2019 | ICASSP | A Variational Adaptive Population Importance Sampler. | Yousef El-Laham, Petar M. Djuric, Mnica F. Bugallo |