Web31 okt. 2024 · Sliced mutual information (SMI) is defined as an average of mutual information (MI) terms between one-dimensional random projections of the random …

NeurIPS 2024

WebWe study the estimation of the mutual information I(X;Tℓ) between the input X to a deep neural network (DNN) and the output vector Tℓ of its ℓth hidden layer (an "internal … WebMore from the Same Authors. 2024 Spotlight: Sliced Mutual Information: A Scalable Measure of Statistical Dependence » Ziv Goldfeld · Kristjan Greenewald 2024 Poster: Statistical, Robustness, and Computational Guarantees for Sliced Wasserstein Distances » Sloan Nietert · Ziv Goldfeld · Ritwik Sadhu · Kengo Kato east central missouri water

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WebSliced mutual information (SMI) is defined as an average of mutual information (MI) terms between one-dimensional random projections of the random variables. It serves as a surrogate measure of dependence to classic MI that preserves many of its properties but is more scalable to high dimensions. Webk-Sliced Mutual Information: A Quantitative Study of Scalability with Dimension Ziv Goldfeld Cornell University [email protected] Kristjan Greenewald MIT-IBM Watson AI Lab [email protected] Theshani Nuradha Cornell University [email protected] Galen Reeves Duke University [email protected] October 18, … Web26 okt. 2024 · 🐤 🐤 Sliced Mutual Information: A Scalable Measure of Statistical Dependence Ziv Goldfeld, Kristjan Greenewald NeurIPS, 2024 (spotlight) 🐤 TImproving Mutual Information Estimation with Annealed and Energy-Based Bounds Qing Guo, Junya Chen, Dong Wang, Yuewei Yang, Xinwei Deng, Lawrence Carin, Fan Li, Chenyang Tao ICLR, … east central newcomer welcome centre