AIMech AI
Home / AIO Classes / Network / Gated Recurrent Unit

Gated Recurrent Unit

Network AIO:GatedRecurrentUnit NOT_REVIEWED
A long short-term memory network that is a gating mechanism in recurrent neural networks similar to LSTMs but with fewer parameters and no output gate.
Ontology IRI: https://w3id.org/aio/GatedRecurrentUnit

Ontology Structure & Relationships

Parent Classes
Branches
Network

Annotations & Sources

Synonyms:
  • GRU exact
Definition Sources:
Subsets:
  • https://w3id.org/aio/NetworkSubset

Curated AIMech Concepts Grounded to this Class

5 Concepts
Curated Concept Kind Mapping Relation Rationale
Dynamic Memory Network
AIMech:DynamicMemoryNetwork
 Architectures related_match GRUs implement modules of the reported architecture. This is a component relation, not an equivalence between the complete DMN and one gating unit; the source-specific update convention is preserved.
Dynamic Memory Network Plus
AIMech:DynamicMemoryNetworkPlus
 Architectures related_match GRUs are components of input fusion and the modified attention scan; the complete DMN+ is not equivalent to one GRU and its scalar attention gate replaces the usual update gate.
Gated Graph Neural Network
AIMech:GatedGraphNeuralNetwork
 Architectures related_match GRU-style updates are components of the graph architecture, not an equivalent whole-model identity. The mapping does not adopt the pinned target’s LSTM parentage as a scientific assertion or equate framework-specific GRU variants.
Gated Graph Sequence Neural Network
AIMech:GatedGraphSequenceNeuralNetwork
 Architectures related_match The propagation subnetworks use GRU-style node updates. This component relation is not equivalence to a GRU unit or a specific software layer and does not adopt the pinned target’s LSTM parentage as scientific evidence.
Neural GPU
AIMech:NeuralGPU
 Architectures related_match Convolutional GRU updates are components of the complete grid architecture; this does not equate the architecture to a single generic GRU or adopt the target’s LSTM parentage.

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/GatedRecurrentUnit.yaml