Learning deep representations by mutual information estimation and maximization

R Devon Hjelm; Alex Fedorov; Samuel Lavoie-Marchildon; Karan Grewal; Phil Bachman; Adam Trischler; Yoshua Bengio

doi:https://doi.org/10.48550/arxiv.1808.06670

Learning deep representations by mutual information estimation and maximization

2018 · arXiv (Cornell University) · 1,393 citations · 4 from inside this corpus

R Devon Hjelm low, Alex Fedorov, Samuel Lavoie-Marchildon low, Karan Grewal low, Phil Bachman low, Adam Trischler, Yoshua Bengio

The source holds an abstract for this work, but its best open-access copy is under no open licence, which does not permit us to republish the text. Read it at the source below.

4 of 4 neighbouring works in this corpus. Blue is what this paper cites; orange is what cites it, and a dashed line is one neighbour citing another. Only the largest labels are drawn — every node carries its full title on hover.

this paper works it cites works citing it node size = global citations · hover for the full title

Citation edge evidence

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Momentum Contrast for Unsupervised Visual Representation Learning→Learning deep representations by mutual information estimation and maximizationLegacy edge — source detail unavailable
Exploring Simple Siamese Representation Learning→Learning deep representations by mutual information estimation and maximizationLegacy edge — source detail unavailable
Shortcut learning in deep neural networks→Learning deep representations by mutual information estimation and maximizationLegacy edge — source detail unavailable
Pre-trained models for natural language processing: A survey→Learning deep representations by mutual information estimation and maximizationLegacy edge — source detail unavailable
Exploring Simple Siamese Representation Learning→Momentum Contrast for Unsupervised Visual Representation LearningLegacy edge — source detail unavailable

What cites it, inside the corpus

Paper	Year	Cited
Momentum Contrast for Unsupervised Visual Representation Learning	2020	12,515
Exploring Simple Siamese Representation Learning	2021	3,438
Shortcut learning in deep neural networks	2020	2,040
Pre-trained models for natural language processing: A survey	2020	1,521

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Topics

Adversarial Robustness in Machine Learning	Computer Science
Advanced Neural Network Applications	Computer Science
Anomaly Detection Techniques and Applications	Computer Science

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partial

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supports7 author record(s) attached.
weakensNo references are recorded despite 1,393 citations. A paper this heavily cited did not cite nothing, so the record is incomplete.
neutralThe DOI carries no year to check against.
supportsA title is present.

Provenance

Everything above was read from one stored OpenAlex payload, fetched 2026-09-04T03:58:59+00:00.

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