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Nils Strodthoff

2 accepted papers

2026

Benchmarking ECG Foundational Models: A Reality Check Across Clinical Tasks

ICLR 2026poster

The 12-lead electrocardiogram (ECG) is a long-standing diagnostic tool. Yet machine learning for ECG interpretation remains fragmented, often limited to narrow tasks or datasets. FMs promise broader adaptability, but fundamental questions remain: Which architectures generalize best? How do models sc…

Cited by 0SourcecodeScholar
2025

Beyond Scalars: Concept-Based Alignment Analysis in Vision Transformers

NeurIPS 2025poster

Measuring the alignment between representations lets us understand similarities between the feature spaces of different models, such as Vision Transformers trained under diverse paradigms. However, traditional measures for representational alignment yield only scalar values that obscure how these sp…

Cited by 0SourcecodeScholar