works on
deep learning 1ecg interpretation 1encoder-free architecture 1medical AI 1multimodal language models 1

From the 1 of 12 linked papers with an AI index.

activity
20242026
collaborators
Showing cs.MMShow all

1 paper · 1 filter

cs.MM2026

ELF: A Family of Encoder-Free ECG-Language Models

William Han, Tony Chen, Chaojing Duan +6

The paper introduces ELF, a family of encoder‑free ECG‑language models that interpret electrocardiograms without relying on separate pretrained ECG encoders, achieving competitive…