Recent research has revealed that traditional machine learning methods. such as semi-supervised label propagation and K-nearest neighbors. outperform Transformer-based models in artifact detection from photoplethysmogram (PPG) signals. mainly when data is limited. https://www.roneverhart.com/Sheepshead-Bay-Boats-2-Brooklyn-NY/