Deep Variational Multivariate Information Bottleneck - A Framework for Variational Losses. - Eslam Abdelaleem; Ilya Nemenman; K. Michael Martini (CoRR, 2023)

Learning force laws in many-body systems. - Wentao Yu; Eslam Abdelaleem; Ilya Nemenman; Justin C. Burton (CoRR, 2023)

Simultaneous Dimensionality Reduction for Extracting Useful Representations of Large Empirical Multimodal Datasets. - Eslam Abdelaleem (CoRR, 2024)

Simultaneous Dimensionality Reduction: A Data Efficient Approach for Multimodal Representations Learning. - Eslam Abdelaleem; Ahmed Roman; K. Michael Martini; Ilya Nemenman (Trans. Mach. Learn. Res., 2024)

Accurate Estimation of Mutual Information in High Dimensional Data. - Eslam Abdelaleem; K. Michael Martini; Ilya Nemenman (CoRR, 2025)