VINDEX3

A CONCEPT · PROJECTED FROM THE VINDEX KNOWLEDGE GRAPH

LINEAR ATTENTION

the past folded into state

An attention family that carries the past as a fixed-size recurrent state instead of a growing cache — constant cost per token, however long the context.

Carried as a first-class execution surface — key_heads · key_head_dim · value_heads · value_head_dim · conv_kernel · state_dtype — present only when a model uses it, never inferred from a model name. What changes is not the container's discipline but the memory the layer carries forward.

IN THE GRAPH

linear attentionsibling ofattention

linear attentionbelongs totoken mixer

linear attentioncarriesrecurrent state

linear attentionspecialised bygated deltanet

linear attentionspecialised bykda — kimi delta attention