On the Information Bottleneck Problems: Models, Connections, Applications and Information Theoretic Views

31 January 2020

Papers citing "On the Information Bottleneck Problems: Models, Connections, Applications and Information Theoretic Views"

16 / 16 papers shown

Title
Generalization Guarantees for Multi-View Representation Learning and Application to Regularization via Gaussian Product Mixture Prior Romain Chor Abdellatif Zaidi Piotr Krasnowski 54 1 0 25 Apr 2025
Elastic Information Bottleneck Yuyan Ni Yanyan Lan Ao Liu Zhiming Ma 54 2 0 07 Nov 2023
The Information Bottleneck's Ordinary Differential Equation: First-Order Root-Tracking for the IB Shlomi Agmon 22 0 0 16 Jun 2023
Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications Deniz Gunduz Zhijin Qin Iñaki Estella Aguerri Harpreet S. Dhillon Zhaohui Yang Aylin Yener Kai‐Kit Wong C. Chae 40 437 0 19 Jul 2022
Semantic Information Recovery in Wireless Networks Edgar Beck C. Bockelmann Armin Dekorsy 35 22 0 28 Apr 2022
Studying the Interplay between Information Loss and Operation Loss in Representations for Classification Jorge F. Silva Felipe A. Tobar Mario L. Vicuna Felipe Cordova 21 2 0 30 Dec 2021
In-Network Learning: Distributed Training and Inference in Networks Matei Moldoveanu Milad Sefidgaran 32 11 0 07 Jul 2021
On In-network learning. A Comparative Study with Federated and Split Learning Matei Moldoveanu Milad Sefidgaran FedML 29 7 0 30 Apr 2021
Scalable Vector Gaussian Information Bottleneck Mohammad Mahdi Mahvari M. Kobayashi Milad Sefidgaran 24 2 0 15 Feb 2021
Information flows of diverse autoencoders Sungyeop Lee Junghyo Jo 32 11 0 15 Feb 2021
Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach Jiawei Shao Yuyi Mao Jun Zhang 52 212 0 08 Feb 2021
On the Relevance-Complexity Region of Scalable Information Bottleneck Mohammad Mahdi Mahvari M. Kobayashi Milad Sefidgaran 11 2 0 02 Nov 2020
Variational Information Bottleneck for Unsupervised Clustering: Deep Gaussian Mixture Embedding Yiğit Uğur George Arvanitakis Milad Sefidgaran BDL DRL 16 22 0 28 May 2019
Understanding Autoencoders with Information Theoretic Concepts Shujian Yu José C. Príncipe AI4CE 51 133 0 30 Mar 2018
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 353 3,121 0 04 Nov 2016
Privacy Against Statistical Inference Flavio du Pin Calmon N. Fawaz FedML 100 345 0 08 Oct 2012