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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Yi Wang

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Open access Aug 2026

Sleep stage classification using instantaneous heart and breathing rates with a TCN-BiGRU-SE model

Background Sleep staging is a fundamental task in clinical sleep medicine and wearable health monitoring. Traditional sleep staging methods primarily rely on polysomnography which provides high accuracy but involves complex instrumentation and high cost, limiting its application in home-based monitoring and large-scale...

Yi Wang, Jia-Yong Yan, Chao-Wen Li et al. · 0 citations
#machine learning Preprint Jul 2026

LightSleepX: A Lightweight, Inception-Based Dual-Modal Network for Sleep Staging

LightSleepX combines an Inception-style architecture with depthwise separable convolutions and Multi-scale Enhanced Attention for efficient multi-modal EEG/EOG feature extraction, and a Mamba encoder for rule-free long-range temporal modeling for robust sleep analysis in resource-constrained environments.

Yi Wang · 0 citations

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