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RNNs are special cases of GNNs — ARCADIA Knowledge Graph

Association·arcadia

RNNs are special cases of GNNs

Recurrent neural networks are interpreted as GNNs on sequential chain graphs.

Confidence
90%
active

Evidence Quote

“RNNs are a special case of GNNs on sequential chain graphs.”

Relationship

Recurrent Neural Networks (RNNs) subtype Graph Neural Networks (GNNs)

Arguments

Recurrent Neural Networks (RNNs)subject
Graph Neural Networks (GNNs)object

Connections (3)

Flexibility and unification of neural architectures with GNNsInferenceChain
CNNs are special cases of GCNsAssociation
Theoretical and empirical foundations of GNN applicabilityInferenceChain

Evidence

“Reference to McCulloch WS, Pitts W. (1943), foundational work on logical calculus in nervous activity.”

McCulloch, W.S. & Pitts, W. (1943). A logical calculus of the ideas immanent in nervous activity doi:10.1007/bf02478259 ↗

“Reference to Rosenblatt F. (1958), introducing the perceptron model.”

Rosenblatt, F. (1958). The perceptron: A probabilistic model for information storage and organization in the brain doi:10.1037/h0042519 ↗