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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…
cs.LG2023
Scaling Representation Learning from Ubiquitous ECG with State-Space Models
Kleanthis Avramidis, Dominika Kunc, Bartosz Perz +5
Ubiquitous sensing from wearable devices in the wild holds promise for enhancing human well-being, from diagnosing clinical conditions and measuring stress to building adaptive hea…