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cs.LG2026
Take it Personally: The Limits of General SSL Representations for Real-Life PPG Emotion Detection
Dominika Kunc, Przemysław Kazienko, Stanisław Saganowski
While Self-Supervised Learning (SSL) effectively extracts general representations from noisy, unconstrained physiological signals such as photoplethysmography (PPG), its suitabilit…
eess.SP2026
Does the Heart Show Your Pain? Tackling the X-ITE Pain Challenge with Self-Supervised ECG Representation Learning
Dominika Kunc, Przemysław Kazienko, Stanisław Saganowski
Accurate recognition of pain using physiological signals remains a challenging problem due to pain's subjective nature and high inter-individual variability. In this study, we inve…