Home / AIO Classes / MachineLearningTask / Self-supervised Learning

Self-supervised Learning

MachineLearningTask AIO:SelfsupervisedLearning NOT_REVIEWED

A machine learning task that is intermediate between supervised and unsupervised learning and predicts parts of the input data from other observed parts without relying on human-annotated labels.

Ontology IRI: https://w3id.org/aio/SelfsupervisedLearning

Ontology Structure & Relationships

Parent Classes

AIO:MachineLearningTask (Machine Learning Task)

Branches

MachineLearningTask

Annotations & Sources

Definition Sources:

https://en.wikipedia.org/wiki/Self-supervised_learning

Subsets:

https://w3id.org/aio/MachineLearningSubset

Curated AIMech Concepts Grounded to this Class

15 Concepts

Curated Concept	Kind	Mapping Relation	Rationale
Barlow Twins `AIMech:BarlowTwins`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
Bootstrap Your Own Latent `AIMech:BootstrapYourOwnLatent`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
Contrastive predictive coding `AIMech:ContrastivePredictiveCoding`	Algorithms	related_match	CPC constructs prediction targets from ordered observations without manual target labels. This relates an algorithm to a self-supervised task, not an is-a claim or equivalence.
DINO self-distillation `AIMech:DINOSelfDistillation`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
DeepCluster `AIMech:DeepCluster`	Algorithms	related_match	This algorithm learns from self-generated targets or relationships between unlabeled inputs. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
Deep InfoMax `AIMech:DeepInfoMax`	Algorithms	related_match	This algorithm learns from self-generated augmentation targets or matched local/global input relationships without manual target labels. The target is a task; the relation is not equivalence or an is-a assertion, nor a claim that all experimental preprocessing or selection is label-free.
Information maximizing self-augmented training `AIMech:InformationMaximizingSelfAugmentedTraining`	Algorithms	related_match	This algorithm learns from self-generated augmentation targets or matched local/global input relationships without manual target labels. The target is a task; the relation is not equivalence or an is-a assertion, nor a claim that all experimental preprocessing or selection is label-free.
Invariant information clustering `AIMech:InvariantInformationClustering`	Algorithms	related_match	This algorithm learns from self-generated targets or relationships between unlabeled inputs. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
Momentum contrast `AIMech:MomentumContrast`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
SeLa `AIMech:SeLa`	Algorithms	related_match	This algorithm learns from self-generated targets or relationships between unlabeled inputs. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
SimCLR `AIMech:SimCLR`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
SimSiam `AIMech:SimSiam`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
SwAV `AIMech:SwAV`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
VICReg `AIMech:VICReg`	Algorithms	related_match	This is an algorithm for learning representations from relationships between unlabeled views. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.
Whitening mean squared error `AIMech:WhiteningMSE`	Algorithms	related_match	This algorithm learns from self-generated targets or relationships between unlabeled inputs. The pinned AIO target is a MachineLearningTask; this is a related algorithm-to-task mapping, not equivalence or an is-a assertion.

Import Provenance & Upstream Synchronization

Source Repo: AIO GitHub

Release Version: aio.json

Commit: 397851c547…

License: CC-BY-4.0

Imported At: 2026-10-10T07:34:10Z

SHA256: 8f741d71408c…

Source File: data/aio/SelfsupervisedLearning.yaml