# Kalman Delta Networks: Uncertainty-aware Associative Memory

> Source: <https://aiflash.com/news/116094/>
> Published: 2026-09-09 04:00:04+00:00

Linear attention is increasingly used in frontier language models for efficient long-context inference and constant-memory decoding. Its fixed-size recurrent memory, however, requires an online decision at each token: what to write and how strongly to overwrite existing associations before knowing w