Cover Image

MetaSTH-Sleep: Towards Effective Few-Shot Sleep Stage Classification for Health Management with Spatial-Temporal Hypergraph Enhanced Meta-Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Jingyu, Zhang, Tiehua, Wang, Jinze, Zhang, Yi, Li, Yuhuan, Zhao, Yifan, Shen, Zhishu, Wu, Libing, Liu, Jiannan
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

HyperMAN: Hypergraph-enhanced Meta-learning Adaptive Network for Next POI Recommendation
by: Wang, Jinze, et al.
Published: (2025)

HyperSMOTE: A Hypergraph-based Oversampling Approach for Imbalanced Node Classifications
by: Zhao, Ziming, et al.
Published: (2024)

Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs
by: Wang, Kang, et al.
Published: (2024)

Multimodal Fusion via Hypergraph Autoencoder and Contrastive Learning for Emotion Recognition in Conversation
by: Yi, Zijian, et al.
Published: (2024)

Towards Heterogeneity-Aware and Energy-Efficient Topology Optimization for Decentralized Federated Learning in Edge Environment
by: Liu, Yuze, et al.
Published: (2025)

DHLight: Multi-agent Policy-based Directed Hypergraph Learning for Traffic Signal Control
by: Lei, Zhen, et al.
Published: (2024)

MOC: Meta-Optimized Classifier for Few-Shot Whole Slide Image Classification
by: Xiang, Tianqi, et al.
Published: (2025)

Learning from Heterogeneity: A Dynamic Learning Framework for Hypergraphs
by: Zhang, Tiehua, et al.
Published: (2023)

MetaDiff: Meta-Learning with Conditional Diffusion for Few-Shot Learning
by: Zhang, Baoquan, et al.
Published: (2023)

SleepNetZero: Zero-Burden Zero-Shot Reliable Sleep Staging With Neural Networks Based on Ballistocardiograms
by: Li, Shuzhen, et al.
Published: (2024)

Effectiveness of Sleep Education Interventions on Sleep Problems in Adults Receiving Hemodialysis: Systematic Review and Meta‐Analysis
by: Hatice Ceylan, et al.
Published: (2025)

Sleep Stage Classification Using Subthalamic Nucleus Local Field Potentials Following Long‐Term Neuromodulation in Parkinson's Disease
by: Guokun Zhang, et al.
Published: (2025)

BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging
by: Zhou, Xinliang, et al.
Published: (2024)

MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation
by: Zhang, Min, et al.
Published: (2024)

GRL-Prompt: Towards Knowledge Graph based Prompt Optimization via Reinforcement Learning
by: Liu, Yuze, et al.
Published: (2024)

MSSC-BiMamba: Multimodal Sleep Stage Classification and Early Diagnosis of Sleep Disorders with Bidirectional Mamba
by: Zhang, Chao, et al.
Published: (2024)

Transparency in Sleep Staging: Deep Learning Method for EEG Sleep Stage Classification with Model Interpretability
by: Sharma, Shivam, et al.
Published: (2023)

Towards Constraint-Based Adaptive Hypergraph Learning for Solving Vehicle Routing: An End-to-End Solution
by: Wang, Zhenwei, et al.
Published: (2025)

Leveraging Auxiliary Task Relevance for Enhanced Bearing Fault Diagnosis through Curriculum Meta-learning
by: Wang, Jinze, et al.
Published: (2024)

Bayesian Evidential Learning for Few-Shot Classification
by: Linghu, Xiongkun, et al.
Published: (2022)

Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers
by: Pradeepkumar, Jathurshan, et al.
Published: (2022)

Do We Really Need SFT? Prompt-as-Policy over Knowledge Graphs for Cold-start Next POI Recommendation
by: Wang, Jinze, et al.
Published: (2025)

A Structure-Agnostic Co-Tuning Framework for LLMs and SLMs in Cloud-Edge Systems
by: Liu, Yuze, et al.
Published: (2025)

The Effectiveness of Melatonin for Sleep Disturbances in Parkinson' Disease: Systematic Review and Meta‐Analysis
by: Obai Yousef, et al.
Published: (2025)

Deep Learning-based Automated Diagnosis of Obstructive Sleep Apnea and Sleep Stage Classification in Children Using Millimeter-wave Radar and Pulse Oximeter
by: Wang, Wei, et al.
Published: (2024)

Multimodal CLIP Inference for Meta-Few-Shot Image Classification
by: Ferragu, Constance, et al.
Published: (2024)

The Breakthrough of Sleep: A Contactless Approach for Accurate Sleep Stage Detection Using the Sleepal AI Lamp
by: Diao, Zhuo, et al.
Published: (2026)

Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy
by: Guan, Yunchuan, et al.
Published: (2025)

ML-ECS: A Collaborative Multimodal Learning Framework for Edge-Cloud Synergies
by: Liu, Yuze, et al.
Published: (2026)

A Systematic Review on Sleep Stage Classification and Sleep Disorder Detection Using Artificial Intelligence
by: Wara, Tayab Uddin, et al.
Published: (2024)

The Effect of Behavioral Sleep Interventions on Measures of Obesity, Dietary Intake and Physical Activity in Adults With Poor Sleep Health: A Systematic Review, Meta‐Analysis and Meta‐Regression Analysis
by: Samiul A. Mostafa, et al.
Published: (2026)

Effectiveness of Acupressure on Sleep Quality Among Inpatients: A Systematic Review and Meta‐Analysis
by: Weihong Ling, et al.
Published: (2025)

Staging by the Book: Automatic Sleep Stage Classification Using Scoring Rules
by: Hardarson, Emil, et al.
Published: (2026)

Individualized and Interpretable Sleep Forecasting via a Two-Stage Adaptive Spatial-Temporal Model
by: Wang, Xueyi, et al.
Published: (2025)

MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification
by: Na, Younghoon, et al.
Published: (2025)

ECG-SleepNet: Deep Learning-Based Comprehensive Sleep Stage Classification Using ECG Signals
by: Aghaomidi, Poorya, et al.
Published: (2024)

The Association of Healthy Eating Index and Sleep Disorders: A Meta‐Analysis
by: Wei Guo, et al.
Published: (2025)

Meta‐Analysis: Characteristics of Retinal Vasculature in Obstructive Sleep Apnea Syndrome Humans
by: Kaibao Ji, et al.
Published: (2024)

ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging
by: Ma, Jingying, et al.
Published: (2024)

Transformer-Based Sleep Stage Classification Enhanced by Clinical Information
by: Chung, Woosuk, et al.
Published: (2025)