Publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. ICLR GRaM Workshop
    Mutual information and task-relevant latent dimensionality
    Paarth Gulati, Eslam Abdelaleem, Audrey Sederberg, and Ilya Nemenman
    Proceedings of the ICLR GRaM Workshop, 2026
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  2. arXiv
    Information bottleneck for learning the phase space of dynamics from high-dimensional experimental data
    K Michael Martini, Eslam Abdelaleem, Paarth Gulati, and Ilya Nemenman
    arXiv, 2026
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  3. Entropy
    Power Laws in Empirical Eigenvalue Spectra
    Benyuan Liu, Yung-Ying Chen, M Shane Li, Vanessa Thomasin Morgan, Eslam Abdelaleem, and Audrey Sederberg
    Entropy, 2026
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2025

  1. ArXiv
    Accurate Estimation of Mutual Information in High Dimensional Data
    Eslam Abdelaleem, K Michael Martini, and Ilya Nemenman
    arXiv preprint arXiv:2506.00330, 2025
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  2. JMLR
    Deep variational multivariate information bottleneck-a framework for variational losses
    Eslam Abdelaleem, Ilya Nemenman, and K Michael Martini
    Journal of Machine Learning Research, 2025
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  3. PRXLife
    How Host Mobility Patterns Shape Antigenic Escape During Viral-Immune Coevolution
    Natalie Blot, Caelan Brooks, Daniel W Swartz, Eslam Abdelaleem, Martin Garic, Andrea Iglesias-Ramas, Michael Pasek, Thierry Mora, and Aleksandra M Walczak
    PRX Life, 2025
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  4. Frontiers
    Measurement effects on critical scaling in neural systems
    M. Shane Li, Benyuan Liu, Keith Van Antwerp, Eslam Abdelaleem, and Audrey J. Sederberg
    Frontiers in Computational Neuroscience, 2025
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  5. PNAS
    Physics-tailored machine learning reveals unexpected physics in dusty plasmas
    Wentao Yu, Eslam Abdelaleem, Ilya Nemenman, and Justin C Burton
    Proceedings of the National Academy of Sciences, 2025
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2024

  1. TMLR
    Simultaneous dimensionality reduction: A data efficient approach for multimodal representations learning
    Eslam Abdelaleem, Ahmed Roman, K Michael Martini, and Ilya Nemenman
    Transactions on Machine Learning Research, 2024
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2019

  1. Using Eye Movement to Assess Auditory Attention
    Alaa Bakry, Radwa Al-khatib, Randa Negm, Eslam Sabra, Mohamed Maher, Zainab Mohamed, Doaa Shawky, and Ashraf Badawi
    In International Conference on Advanced Machine Learning Technologies and Applications, 2019
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