Nemenman, Ilya

5 publications

JMLR 2025 Deep Variational Multivariate Information Bottleneck - A Framework for Variational Losses Eslam Abdelaleem, Ilya Nemenman, K. Michael Martini
TMLR 2024 Simultaneous Dimensionality Reduction: A Data Efficient Approach for Multimodal Representations Learning Eslam Abdelaleem, Ahmed Roman, K. Michael Martini, Ilya Nemenman
NeurIPS 2001 Entropy and Inference, Revisited Ilya Nemenman, F. Shafee, William Bialek
NeCo 2001 Predictability, Complexity, and Learning William Bialek, Ilya Nemenman, Naftali Tishby
NeurIPS 2000 Learning Continuous Distributions: Simulations with Field Theoretic Priors Ilya Nemenman, William Bialek