linear attention
AssessTechniques
An attention formulation that avoids quadratic cost by restructuring the computation.
Why it's here
Placed in Assess: 2 article(s) of evidence from 2 source(s), led by research-stage coverage, with 2 in the last 30 days. Confidence 37%.
Evidence (2)
- 5Ars Technica AI·7/29/2026researchAI Applied to Deciphering Lost Languages
The article examines efforts to use AI to help decipher ancient languages that lack the usual anchors, such as bilingual inscriptions or close relatives. It highlights Linear A and Etruscan as difficult cases where traditional linguistic methods have not yet fully solved the writing systems or their grammar.
- 4Hacker News·7/28/2026researchWalkthrough of the DeltaNet family of linear attention variants
This article explains how the DeltaNet family of linear attention methods is derived, starting from standard causal softmax attention and progressively simplifying it into linear attention forms. It then connects these ideas to DeltaNet, Gated DeltaNet, and Kimi Delta Attention, with an emphasis on the underlying state updates and how they can be implemented recurrently and chunkwise.