Statements (22)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
unsupervised learning algorithm
|
| gptkbp:application |
unsupervised representation learning
|
| gptkbp:approach |
maximizing global and local mutual information
|
| gptkbp:arXivID |
1808.06670
|
| gptkbp:citation |
1000+
|
| gptkbp:codeAvailable |
https://github.com/rdevon/DIM
|
| gptkbp:describedBy |
Deep InfoMax: Learning Deep Representations by Mutual Information Estimation and Maximization
|
| gptkbp:hasConcept |
maximizing mutual information between input and learned representation
|
| https://www.w3.org/2000/01/rdf-schema#label |
Deep InfoMax
|
| gptkbp:influenced |
CPC (Contrastive Predictive Coding)
MoCo SimCLR |
| gptkbp:proposedBy |
gptkb:Aaron_van_den_Oord
gptkb:Oriol_Vinyals Yazhe Li |
| gptkbp:publicationYear |
2018
|
| gptkbp:relatedTo |
contrastive learning
mutual information estimation |
| gptkbp:usedIn |
computer vision
natural language processing |
| gptkbp:bfsParent |
gptkb:MINE:_Mutual_Information_Neural_Estimation
|
| gptkbp:bfsLayer |
7
|