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

Data Efficiency, Dimensionality Reduction, and the Generalized Symmetric Information Bottleneck. - K. Michael Martini; Ilya Nemenman (Neural Comput., 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)