Tinglin Huang

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.

MixTIME reveals that integrating diverse image modalities can significantly enhance the precision of immune biomarker predictions in oncology, outperforming traditional single-modality approaches.