A September 16, 2026 article frames associative recall in linear attention as a spherical packing problem and presents KATA activations derived from a homogeneous self-dual cone.
Published on September 16, 2026, the article frames associative recall in linear attention as a spherical packing problem. Its scope is to explore a geometric approach to the capacity for retrieving associations in this type of attention.
The work presents Kernelized Linear Attention Activations (KATA), with feature maps derived from a homogeneous self-dual cone. To check the details and verify the claims, consult the original article and compare its formulation and reported results; the available summary does not specify metrics or quantitative findings.