AIMech AI
Home / AIO Classes / Layer / Dense Layer

Dense Layer

Layer AIO:DenseLayer NOT_REVIEWED
A layer that is a regular densely-connected neural network layer.
Ontology IRI: https://w3id.org/aio/DenseLayer

Ontology Structure & Relationships

Parent Classes
Branches
Layer

Annotations & Sources

Definition Sources:
Subsets:
  • https://w3id.org/aio/LayerSubset

Curated AIMech Concepts Grounded to this Class

1 Concept
Curated Concept Kind Mapping Relation Rationale
DropConnect
AIMech:DropConnect
 Layers & Modules related_match The original method applies dynamic connection masks to a densely parameterized affine layer. Its stochastic sparse realizations and special inference approximation distinguish it from the pinned regular dense layer; this is a component relationship, not equivalence.

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/DenseLayer.yaml