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20242026
most citedECGrecover: a Deep Learning Approach for Electrocardiogram Signal Completion

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cs.LG2026

TSPFN: A Temporal Tabular Foundation Model for Physiological Time Series Classification

Jérémie Stym-Popper, Clément Rambour, Federica Granese +2

Designing models that generalize effectively in low- to medium-data regimes remains a primary challenge in medical machine learning, particularly for physiological time-series clas…

cs.LG2026

Are Tabular Foundation Models Robust to Realistic Query Distribution Shifts in Microbiome Data?

Giulia Perciballi, Ahmad Fall, Federica Granese +2

Tabular foundation models (TFMs) achieve strong performance on microbiome abundance data, yet their robustness under realistic distribution shift remains poorly characterized. We i…