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Efficient Estimation of Mutual Information for Strongly Dependent Variables
7 November 2014
Shuyang Gao
Greg Ver Steeg
Aram Galstyan
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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
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Anthony Bisulco
Ronald W. DiTullio
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Kostas Daniilidis
Pratik Chaudhari
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18 Jul 2024
Sample Complexity of Probability Divergences under Group Symmetry
Ziyu Chen
Markos A. Katsoulakis
Luc Rey-Bellet
Weixia Zhu
127
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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
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