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I\textsuperscript{2}RiMA: Spectral Riemannian Representation with Temporal Attention for Mental Stress Detection based on EEG Signals

arXiv cs.LG · 10h ago Cached

I²RiMA is a novel intra-inter Riemannian manifold attention network for EEG-based mental stress detection. It constructs frequency-specific spatial covariance and uses temporal attention to improve cross-subject stress classification, achieving up to 82.78% balanced accuracy.

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Retrieval-Augmented Personalization with Foundation Models for Wearable Stress Detection

arXiv cs.LG · 2026-06-25 Cached

This paper introduces a retrieval-augmented personalization method for wearable stress detection using frozen foundation models, achieving near-supervised fine-tuning performance without requiring labeled user data.

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Leveraging Physiological Signals to Predict Exam Outcomes with Machine Learning

arXiv cs.LG · 2026-06-16 Cached

This study investigates machine learning models to predict exam outcomes using physiological data such as electrodermal activity, heart rate, and skin temperature, finding that both deep learning approaches and simpler models like random forests can be effective.

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