Abstract: Despite their potential in electrocardiogram (ECG) analysis, foundation models face a deployment crisis due to prohibitive computational and memory overhead during fine-tuning. To address ...

Abstract: This letter provides the first rigorous theoretical analysis for the Distributed Fenchel Dual Gradient (DFDG) algorithm, a continuous-time method for solving distributed convex optimization ...