ECG preprocessing (filtering, smoothing, normalization)

Window segmentation into patches

- Random patch masking

- Beat-inspired segment masking

Masked input processed with sparse convolutions

Reconstruct masked patches from encoded features

Reconstruction loss on masked patches

- Structured occlusion (channel-wise, temporal-wise, regional)

- Sensitivity & robustness metrics

- Visualization of importance and reconstruction