PatchECG: Self-Supervised ECG Arrhythmia DetectionSelf-Supervised Learning Transformers Medical AI Time-SeriesMaster’s thesis, published in Scientific Reports (2026). A 1D transformer pre-trained on 8.2M unlabelled ECGs with Masked Patch Modelling; state-of-the-art on PTB-XL at 1/5 the compute.
