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)

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