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ECG-MoE: SOTA ECG Foundation Model

ECG-MoE: SOTA ECG Foundation Model

ECG-MoE is a new Mixture-of-Experts foundation model for ECG analysis, capturing periodicity and diverse clinical features via dual-path modeling of beat morphology and rhythm. It uses hierarchical fusion with LoRA for efficient inference. The model sets state-of-the-art results on five public clinical tasks, 40% faster than baselines.