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continual learning 1domain adaptation 1ecg classification 1expert routing 1replay-free training 1source inference 1

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1 paper

cs.AI2026

Separating Expert Retention from Autonomous Source Inference in Raw-ECG-Replay-Free Continual ECG Deployment

Yufan Lu, Xinhui Liu, Chenyang Xu +2

The paper proposes a replay‑free continual learning framework for multi‑source ECG classification that keeps a frozen pretrained backbone, adds a new linear expert for each incomin…