concept
active
concept:sequence-pooling

Sequence pooling

General technique for aggregating variable-length token embedding sequences into fixed-length representations; mean pooling and covariance pooling are instances.

Neighborhood — ranked by edge-count

Papers (1)

paper

Methods (1)

method
  • Standard baseline aggregation method that covariance pooling improves upon; discards joint activation structure.

Artifacts (1)

artifact
  • Goodfire research post introducing covariance pooling as a replacement for mean pooling in genomic foundation models; shows +52.9% R² lift on genomic track prediction.

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

  • A shared repository (the Internet) where morphogenetic sequences are stored, exchanged, mutated, and improved by the public.
  • The interdependence of morphogenetic sequences, where each triggers others to repair the whole environment, analogous to arithmetic operations.
  • A morphogenetic sequence for direct architect management of tilework, incorporating the fifteen transformations into design and laying steps.
  • Novel aggregation technique replacing mean pooling; preserves joint activation structure (feature co-occurrence) in token embeddings.
  • An ordering of patterns and transformations that, when followed, can conjure up a whole geometric world
  • A step-by-step sequence (posted on patternlanguage.com) for generating ornament from large centers to fine detail while preserving the whole.
  • The color property that colors are arranged in a spatial sequence of interacting pairs (like a chain of arrows), creating a gradient that points to and intensifies the main center.
  • A general technique of using ordered questions to guide the design unfolding, ensuring a coherent whole emerges from the client's own visions.