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Diagnosing as Cardiologists Do: ECG Agents with Doctor-Grounded Priors for Clinical Reasoning Across Diseases and Populations
Cardiologists interpret electrocardiograms by localizing waveform components, measuring rhythm and interval patterns, and translating these structured observations into diagnostic evidence. Whether this expert reading process can serve as an effective prior for ECG agents remains unclear. To address this question, we i...
A Meta-Learning Framework for Few-Shot Dynamic Hand Gesture Recognition with Soft Temporal-aware Contrastive Learning.
Results indicate that temporally aware contrastive pre-training combined with meta-learning enables calibration-efficient personalization for myoelectric gesture recognition under biased conditions.