Extending Pretrained 10-Second ECG Foundation Models to Longer Horizons

In three linesMethod to extend ECG foundation models (pretrained on 10-second segments) to longer and variable-length recordings. A lightweight plug-in module adds long-sequence processing and temporal modeling without retraining the backbone. Results on multiple long-horizon ECG tasks outperform sliding-window and pooling baselines.

Summary generated by Claude — human-verified