pith. sign in

Title resolution pending

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

citation-role summary

background 1

citation-polarity summary

years

2026 2

verdicts

UNVERDICTED 2

roles

background 1

polarities

background 1

representative citing papers

Context-Gated Associative Retrieval: From Theory to Transformers

cond-mat.dis-nn · 2026-05-08 · unverdicted · novelty 6.0

Context gating in associative memories boosts inter-memory separation and sparsity for exponential retrieval gains, admits a unique fixed point driven by direct bias and feedback, and matches in-context learning dynamics in transformers like Llama-3.

Ordinary Least Squares is a Special Case of Transformer

cs.LG · 2026-04-15 · unverdicted · novelty 4.0

Ordinary least squares is a special case of the single-layer linear transformer when attention parameters are set via spectral decomposition of the empirical covariance matrix.

citing papers explorer

Showing 2 of 2 citing papers.

  • Context-Gated Associative Retrieval: From Theory to Transformers cond-mat.dis-nn · 2026-05-08 · unverdicted · none · ref 17

    Context gating in associative memories boosts inter-memory separation and sparsity for exponential retrieval gains, admits a unique fixed point driven by direct bias and feedback, and matches in-context learning dynamics in transformers like Llama-3.

  • Ordinary Least Squares is a Special Case of Transformer cs.LG · 2026-04-15 · unverdicted · none · ref 17

    Ordinary least squares is a special case of the single-layer linear transformer when attention parameters are set via spectral decomposition of the empirical covariance matrix.