Ngoc Bui

Linear attention's blind memory overwriting can be eliminated by framing associative retrieval as optimal Kalman filtering, tracking uncertainty to weight incoming tokens without sacrificing hardware-efficient parallel scans.

Sparse user histories can be transformed into rich personalization insights by leveraging collaborative signals from behaviorally similar peers.