Author

Naif Al Ajlan

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Preprint Sep 2026

A Hybrid CNN--State-Space--Attention Backbone with Joint-Embedding Predictive Pretraining for 12-Lead ECG Classification

A hybrid CNN-SSM-Attention backbone for 12-lead ECG classification is introduced, which provides strong supervised baselines under a compact parameter budget and improves transfer, particularly in reduced-label settings and under both full fine-tuning and LoRA-based adaptation.

Y. Bazi, Sarah Aljuhani, M. M. Al Rahhal et al. · 0 citations