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Efficient Estimation of Mutual Information for Strongly Dependent Variables

7 November 2014

Papers citing "Efficient Estimation of Mutual Information for Strongly Dependent Variables"

40 / 40 papers shown

Title
Many Perception Tasks are Highly Redundant Functions of their Input Data Rahul Ramesh Anthony Bisulco Ronald W. DiTullio Linran Wei Vijay Balasubramanian Kostas Daniilidis Pratik Chaudhari 122 2 0 18 Jul 2024
Sample Complexity of Probability Divergences under Group Symmetry Ziyu Chen Markos A. Katsoulakis Luc Rey-Bellet Weixia Zhu 127 10 0 03 Feb 2023
A robust estimator of mutual information for deep learning interpretability Davide Piras H. Peiris A. Pontzen Luisa Lucie-Smith Ningyuan Guo Brian D. Nord SSL DRL 84 17 0 31 Oct 2022
DeepSE-WF: Unified Security Estimation for Website Fingerprinting Defenses Alexander Veicht Cédric Renggli Diogo Barradas AAML 73 8 0 08 Mar 2022
A Reverse Jensen Inequality Result with Application to Mutual Information Estimation Gerhard Wunder Benedikt Groß Rick Fritschek Rafael F. Schaefer 31 10 0 12 Nov 2021
On the Surrogate Gap between Contrastive and Supervised Losses Han Bao Yoshihiro Nagano Kento Nozawa SSL UQCV 84 22 0 06 Oct 2021
Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive Learners With FlatNCE Junya Chen Zhe Gan Xuan Li Qing Guo Liqun Chen ... Belinda Zeng Wenlian Lu Fan Li Lawrence Carin Chenyang Tao 96 28 0 02 Jul 2021
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization Qing Guo Junya Chen Dong Wang Yuewei Yang Xinwei Deng Lawrence Carin Fan Li Jing-Zheng Huang Chenyang Tao 93 21 0 02 Jul 2021
A Simple Generative Network D. Nissani GAN 38 0 0 17 Jun 2021
Causal Influence Detection for Improving Efficiency in Reinforcement Learning Maximilian Seitzer Bernhard Schölkopf Georg Martius CML 107 78 0 07 Jun 2021
Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-Identification Xudong Tian Zhizhong Zhang Shaohui Lin Yanyun Qu Yuan Xie Lizhuang Ma 76 114 0 07 Apr 2021
Neural Joint Entropy Estimation Yuval Shalev Amichai Painsky I. Ben-Gal 90 8 0 21 Dec 2020
DEMI: Discriminative Estimator of Mutual Information Ruizhi Liao Daniel Moyer Polina Golland W. Wells DRL 74 5 0 05 Oct 2020
An Extension of Fano's Inequality for Characterizing Model Susceptibility to Membership Inference Attacks Sumit Kumar Jha Susmit Jha Rickard Ewetz Sunny Raj Alvaro Velasquez L. Pullum A. Swami MIACV 49 8 0 17 Sep 2020
Variational Representations and Neural Network Estimation of Rényi Divergences Jeremiah Birrell P. Dupuis Markos A. Katsoulakis Luc Rey-Bellet Jie Wang 69 33 0 07 Jul 2020
A Deterministic Approximation to Neural SDEs Andreas Look M. Kandemir Barbara Rakitsch Jan Peters DiffM 58 4 0 16 Jun 2020
C-MI-GAN : Estimation of Conditional Mutual Information using MinMax formulation A. Mondal A. Bhattacharya Sudipto Mukherjee A. Prathosh Sreeram Kannan Himanshu Asnani 87 15 0 17 May 2020
Mutual Information Gradient Estimation for Representation Learning Liangjiang Wen Yiji Zhou Lirong He Mingyuan Zhou Zenglin Xu DRL SSL 156 27 0 03 May 2020
Understanding the Limitations of Variational Mutual Information Estimators Jiaming Song Stefano Ermon SSL DRL 85 204 0 14 Oct 2019
Learning the Arrow of Time Nasim Rahaman Steffen Wolf Anirudh Goyal Roman Remme Yoshua Bengio 61 5 0 02 Jul 2019
Statistical estimation of the Kullback-Leibler divergence A. Bulinski Denis Dimitrov 60 18 0 29 Jun 2019
CCMI : Classifier based Conditional Mutual Information Estimation Sudipto Mukherjee Himanshu Asnani Sreeram Kannan VLM 127 81 0 05 Jun 2019
Low-dimensional statistical manifold embedding of directed graphs Thorben Funke Tian Guo Alen Lancic Nino Antulov-Fantulin 61 4 0 24 May 2019
Deep Learning for Channel Coding via Neural Mutual Information Estimation Rick Fritschek Rafael F. Schaefer Gerhard Wunder 85 46 0 07 Mar 2019
Formal Limitations on the Measurement of Mutual Information David A. McAllester K. Stratos SSL 99 277 0 10 Nov 2018
Modeling Psychotherapy Dialogues with Kernelized Hashcode Representations: A Nonparametric Information-Theoretic Approach S. Garg Irina Rish Guillermo Cecchi Palash Goyal Sarik Ghazarian Shuyang Gao Greg Ver Steeg Aram Galstyan 70 0 0 26 Apr 2018
Understanding Convolutional Neural Networks with Information Theory: An Initial Exploration Shujian Yu Kristoffer Wickstrøm Robert Jenssen José C. Príncipe 93 77 0 18 Apr 2018
Understanding Autoencoders with Information Theoretic Concepts Shujian Yu José C. Príncipe AI4CE 132 135 0 30 Mar 2018
Minimax Estimation of Quadratic Fourier Functionals Shashank Singh Bharath K. Sriperumbudur Barnabás Póczós 106 5 0 30 Mar 2018
Quantifying dependencies for sensitivity analysis with multivariate input sample data A. Eggels D. Crommelin 61 4 0 06 Feb 2018
MINE: Mutual Information Neural Estimation Mohamed Ishmael Belghazi A. Baratin Sai Rajeswar Sherjil Ozair Yoshua Bengio Aaron Courville R. Devon Hjelm DRL 270 1,287 0 12 Jan 2018
Information Perspective to Probabilistic Modeling: Boltzmann Machines versus Born Machines Song Cheng J. Chen Lei Wang 84 102 0 12 Dec 2017
Kernelized Hashcode Representations for Relation Extraction S. Garg Aram Galstyan Greg Ver Steeg Irina Rish Guillermo Cecchi Shuyang Gao 49 1 0 10 Nov 2017
Estimating Mutual Information for Discrete-Continuous Mixtures Weihao Gao Sreeram Kannan Sewoong Oh Pramod Viswanath 92 159 0 19 Sep 2017
An instrumental intelligibility metric based on information theory Steven Van Kuyk W. Kleijn R. Hendriks 43 50 0 17 Aug 2017
Nonparanormal Information Estimation Shashank Singh Barnabás Póczós 136 20 0 24 Feb 2017
Demystifying Fixed k-Nearest Neighbor Information Estimators Weihao Gao Sewoong Oh Pramod Viswanath 103 138 0 11 Apr 2016
Analysis of k-Nearest Neighbor Distances with Application to Entropy Estimation Shashank Singh Barnabás Póczós 72 37 0 28 Mar 2016
Conditional Dependence via Shannon Capacity: Axioms, Estimators and Applications Weihao Gao Sreeram Kannan Sewoong Oh Pramod Viswanath 81 9 0 10 Feb 2016
Variational Information Maximisation for Intrinsically Motivated Reinforcement Learning S. Mohamed Danilo Jimenez Rezende DRL SSL 107 402 0 29 Sep 2015