Information Bottleneck Analysis of Deep Neural Networks via Lossy
Compression

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Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression

International Conference on Learning Representations (ICLR), 2023

13 May 2023

Alexander Tolmachev

A. Neopryatnaya

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Papers citing "Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression"

11 / 11 papers shown

Title
Multimodal Datasets with Controllable Mutual Information Raheem Karim Hashmani G. W. Merz Helen Qu Mariel Pettee K. Cranmer 116 0 0 24 Oct 2025
Neural Mutual Information Estimation with Vector Copulas Yanzhi Chen Zijing Ou Adrian Weller Michael U. Gutmann 107 2 0 23 Oct 2025
Explaining Grokking and Information Bottleneck through Neural Collapse Emergence Keitaro Sakamoto Issei Sato 144 0 0 25 Sep 2025
InfoQ: Mixed-Precision Quantization via Global Information Flow Mehmet Emre Akbulut Hazem Hesham Yousef Shalby Fabrizio Pittorino Manuel Roveri MQ 44 0 0 06 Aug 2025
Curse of Slicing: Why Sliced Mutual Information is a Deceptive Measure of Statistical Dependence Alexander Semenenko I. Butakov Alexey Frolov Ivan Oseledets 223 1 0 04 Jun 2025
Binarized Neural Networks Converge Toward Algorithmic Simplicity: Empirical Support for the Learning-as-Compression Hypothesis Eduardo Y. Sakabe Felipe S. Abrahão A. S. Simões Esther L. Colombini P. Costa Ricardo Ribeiro Gudwin Hector Zenil 298 0 0 27 May 2025
InfoBridge: Mutual Information estimation via Bridge Matching Sergei Kholkin Ivan Butakov Evgeny Burnaev Nikita Gushchin Alexander Korotin DiffM FedML 419 1 0 03 Feb 2025
Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax I. Butakov Alexander Sememenko Alexander Tolmachev Andrey Gladkov Marina Munkhoeva Alexey Frolov 358 2 0 09 Oct 2024
Real Time American Sign Language Detection Using Yolo-v9 Amna Imran Meghana Shashishekhara Hulikal Hamza A. A. Gardi ObjD 195 8 0 25 Jul 2024
Mutual Information Estimation via Normalizing Flows I. Butakov Alexander Tolmachev S. Malanchuk A. Neopryatnaya Alexey Frolov 261 16 0 04 Mar 2024
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 2.0K 19,365 0 16 Feb 2016