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doi: 10 · 2008 · npj Digital Medicine · DOI 10.1038/s41746-024-01418-9

1 Pith paper cite this work, alongside 18 external citations. Polarity classification is still indexing.

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18 external citations · OpenAlex
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cs.LG 1

years

2026 1

verdicts

CONDITIONAL 1

representative citing papers

Position: Evaluation of ECG Representations Must Be Fixed

cs.LG · 2026-02-19 · conditional · novelty 6.0

Current ECG representation benchmarks overstate the benefits of pretraining and produce unstable method rankings; a random encoder with linear probing is competitive on many tasks.

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  • Position: Evaluation of ECG Representations Must Be Fixed cs.LG · 2026-02-19 · conditional · none · ref 2025

    Current ECG representation benchmarks overstate the benefits of pretraining and produce unstable method rankings; a random encoder with linear probing is competitive on many tasks.