networks

Definition

Plural of network — the layered, differentiable computation graphs that make up deep learning models. Titles use the plural when comparing or generalizing across families: convolutional networks, recurrent networks, graph networks. Watch the ambiguity: elsewhere "network" means a communication network or a graph of relations, and work on graph neural networks deliberately involves both senses.

Explainers using this term

• Diagnosing Broken Training — Telling Divergence, NaN, and Plateaus ApartOn the difficulty of training Recurrent Neural Networks
• Graph Neural Networks from Scratch — Learning from ConnectionsSemi-Supervised Classification with Graph Convolutional Networks
• Symmetry and Equivariance — How Group Theory Shapes Network DesignGroup Equivariant Convolutional Networks