most citedEnhancing Generalization in PPG-Based Emotion Measurement with a CNN-TCN-LSTM Model

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cs.LG2026

PPG-Based Affect Recognition with Long-Range Deep Models: A Measurement-Driven Comparison of CNN, Transformer, and Mamba Architectures

Karim Alghoul, Hussein Al Osman, Abdulmotaleb El Saddik

Photoplethysmography (PPG) is increasingly used in wearable affective computing due to its low cost and ease of integration into consumer devices. Recent advances in deep learning…