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P. Dykes

1 paper hereh-index 416.4k citations275 works total

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  • cs.LG1

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collaborators

1 paper

cs.LG2026

TRACE: Expert-Aligned ECG Representation Learning with Rigorous Benchmarking and Real-World Validation in Acute Cardiac Care

Lovely Yeswanth Panchumarthi, Andrew Lu, Saurabh Kataria +11

TRACE (Text-Reinforced Analysis of Cardio ECGs) is a multimodal electrocardiogram (ECG) representation model that learns clinically grounded signal embeddings for downstream cardia…

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