Forced Hierarchical ART (Multi-Vigilance)

Forced Hierarchical ART

Three ART layers at increasing vigilance. Low vigilance → broad categories. High vigilance → fine-grained subtypes. Each episode is independently classified at every level.

Layers

Coarse Level Broad

Loose match required. Forms super-categories.

Vigilance

Mid Level Category

Medium match. Typically separates birds/fish/plants etc.

Vigilance

Fine Level Specific

Strict match. Separates individual concepts.

Vigilance

Shared Hyperparameters

Learning Rate

Gain

Inhibition

Passes

Episodes

Click TRAIN HIERARCHY to start

Step Information

Train the model to see hierarchical assignments.

Layers

Coarse (super-categories)

Mid (categories)

Fine (specific)

● snap (existing hub)
● recruit (new hub)

Episode Similarity (PCA)