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Formal Limitations on the Measurement of Mutual Information

10 November 2018

Papers citing "Formal Limitations on the Measurement of Mutual Information"

30 / 180 papers shown

Title
Contrastive learning, multi-view redundancy, and linear models Christopher Tosh A. Krishnamurthy Daniel J. Hsu SSL 118 167 0 24 Aug 2020
Multi-label Contrastive Predictive Coding Jiaming Song Stefano Ermon SSL VLM 80 50 0 20 Jul 2020
GraphCL: Contrastive Self-Supervised Learning of Graph Representations H. Hafidi Mounir Ghogho P. Ciblat A. Swami SSL 93 53 0 15 Jul 2020
Telescoping Density-Ratio Estimation Benjamin Rhodes Kai Xu Michael U. Gutmann 181 97 0 22 Jun 2020
Contrastive Learning for Weakly Supervised Phrase Grounding Tanmay Gupta Arash Vahdat Gal Chechik Xiaodong Yang Jan Kautz Derek Hoiem ObjD SSL 168 144 0 17 Jun 2020
Neural Estimators for Conditional Mutual Information Using Nearest Neighbors Sampling Sina Molavipour Germán Bassi Mikael Skoglund 53 8 0 12 Jun 2020
What Makes for Good Views for Contrastive Learning? Yonglong Tian Chen Sun Ben Poole Dilip Krishnan Cordelia Schmid Phillip Isola SSL 122 1,342 0 20 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
Learning Discrete Structured Representations by Adversarially Maximizing Mutual Information K. Stratos Sam Wiseman SSL DRL 21 7 0 08 Apr 2020
Unpacking Information Bottlenecks: Unifying Information-Theoretic Objectives in Deep Learning Andreas Kirsch Clare Lyle Y. Gal 102 16 0 27 Mar 2020
Learning Robust Representations via Multi-View Information Bottleneck Marco Federici Anjan Dutta Patrick Forré Nate Kushman Zeynep Akata SLR 83 259 0 17 Feb 2020
On the Estimation of Information Measures of Continuous Distributions Georg Pichler Pablo Piantanida Günther Koliander 68 13 0 07 Feb 2020
Normalization of breast MRIs using Cycle-Consistent Generative Adversarial Networks Gourav Modanwal Adithya Vellal Maciej A. Mazurowski MedIm 60 28 0 16 Dec 2019
Learning Efficient Representation for Intrinsic Motivation Ruihan Zhao Stas Tiomkin Pieter Abbeel 50 5 0 04 Dec 2019
Dream to Control: Learning Behaviors by Latent Imagination Danijar Hafner Timothy Lillicrap Jimmy Ba Mohammad Norouzi VLM 187 1,376 0 03 Dec 2019
Rethinking Softmax with Cross-Entropy: Neural Network Classifier as Mutual Information Estimator Zhenyue Qin Dongwoo Kim Tom Gedeon SSL 86 50 0 25 Nov 2019
Conditional Mutual Information Neural Estimator Sina Molavipour Germán Bassi Mikael Skoglund 122 14 0 06 Nov 2019
A Divergence Minimization Perspective on Imitation Learning Methods Seyed Kamyar Seyed Ghasemipour R. Zemel S. Gu 91 251 0 06 Nov 2019
On Predictive Information in RNNs Zhe Dong Deniz Oktay Ben Poole Alexander A. Alemi 40 2 0 21 Oct 2019
Understanding the Limitations of Variational Mutual Information Estimators Jiaming Song Stefano Ermon SSL DRL 85 204 0 14 Oct 2019
KLDivNet: An unsupervised neural network for multi-modality image registration Yechong Huang Tao Song Jiahang Xu Yinan Chen Xiahai Zhuang MedIm 15 1 0 23 Aug 2019
On Mutual Information Maximization for Representation Learning Michael Tschannen Josip Djolonga Paul Kishan Rubenstein Sylvain Gelly Mario Lucic SSL 196 502 0 31 Jul 2019
Unsupervised State Representation Learning in Atari Ankesh Anand Evan Racah Sherjil Ozair Yoshua Bengio Marc-Alexandre Côté R. Devon Hjelm SSL 162 255 0 19 Jun 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 203 2,416 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 204 1,481 0 03 Jun 2019
Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis David G. Clark J. Livezey K. Bouchard AI4TS 101 24 0 23 May 2019
On Variational Bounds of Mutual Information Ben Poole Sherjil Ozair Aaron van den Oord Alexander A. Alemi George Tucker SSL 135 816 0 16 May 2019
Data-Efficient Mutual Information Neural Estimator Xiaoyu Lin Indranil Sur Samuel A. Nastase Ajay Divakaran Uri Hasson Mohamed R. Amer DRL 71 21 0 08 May 2019
Exact Rate-Distortion in Autoencoders via Echo Noise Rob Brekelmans Daniel Moyer Aram Galstyan Greg Ver Steeg 59 17 0 15 Apr 2019
Wasserstein Dependency Measure for Representation Learning Sherjil Ozair Corey Lynch Yoshua Bengio Aaron van den Oord Sergey Levine P. Sermanet SSL DRL 146 119 0 28 Mar 2019