Eslam Abdelaleem

According to our database, Eslam Abdelaleem authored at least 9 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Information bottleneck for learning the phase space of dynamics from high-dimensional experimental data.

K. Michael Martini, Eslam Abdelaleem, Paarth Gulati, Ilya Nemenman

CoRR, April, 2026

Mutual information and task-relevant latent dimensionality.

Paarth Gulati, Eslam Abdelaleem, Audrey J. Sederberg, Ilya Nemenman

CoRR, February, 2026

Measurement effects on critical scaling in neural systems.

M. Shane Li, Benyuan Liu, Keith W. van Antwerp, Eslam Abdelaleem, Audrey J. Sederberg

Frontiers Comput. Neurosci., 2026

Power Laws in Empirical Eigenvalue Spectra.

Benyuan Liu, Yung-Ying Chen, M. Shane Li, Vanessa Morgan, Eslam Abdelaleem, Audrey J. Sederberg

Entropy, 2026

2025

Accurate Estimation of Mutual Information in High Dimensional Data.

Eslam Abdelaleem, K. Michael Martini, Ilya Nemenman

CoRR, June, 2025

Deep Variational Multivariate Information Bottleneck - A Framework for Variational Losses.

Eslam Abdelaleem, Ilya Nemenman, K. Michael Martini

J. Mach. Learn. Res., 2025

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

Simultaneous Dimensionality Reduction for Extracting Useful Representations of Large Empirical Multimodal Datasets.

Eslam Abdelaleem

CoRR, 2024

2023

Learning force laws in many-body systems.

Wentao Yu, Eslam Abdelaleem, Ilya Nemenman, Justin C. Burton

CoRR, 2023