Abstract: Meta-learning aims to leverage prior knowledge from related tasks to enable a base learner to quickly adapt to new tasks with limited labeled samples. However, traditional meta-learning ...

Scientists have long known that the DNA code in genes is not the only way to pass genetic traits from parents to offspring. "Epigenetic" marks—chemical modifications to DNA that don't change the DNA ...

Abstract: Given the hurdles of limited data availability, annotation challenges, and constrained generalization capabilities in medical image segmentation, few-shot learning (FSL) has become a ...