{"total":36,"rows":[{"id":"2412.07236","title":"CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding","created":"2024-12-10","cited_by_count":199,"area":null},{"id":"2307.03759","title":"A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection","created":"2023-07-07","cited_by_count":145,"area":null},{"id":"2310.02152","title":"Graph Neural Network-based EEG Classification: A Survey","created":"2023-10-03","cited_by_count":21,"area":null},{"id":"2111.06750","title":"STFL: A Temporal-Spatial Federated Learning Framework for Graph Neural Networks","created":"2021-11-12","cited_by_count":14,"area":null},{"id":"2603.00190","title":"OSF: On Pre-training and Scaling of Sleep Foundation Models","created":"2026-02-27","cited_by_count":12,"area":null},{"id":"2601.06134","title":"DeeperBrain: A Neuro-Grounded EEG Foundation Model Towards Universal BCI","created":"2026-01-05","cited_by_count":9,"area":null},{"id":"2206.03420","title":"An Adaptive Federated Relevance Framework for Spatial Temporal Graph Learning","created":"2022-06-07","cited_by_count":7,"area":null},{"id":"2405.06995","title":"Benchmarking Cross-Domain Audio-Visual Deception Detection","created":"2024-05-11","cited_by_count":6,"area":null},{"id":"2211.02893","title":"Learning Product Graphs from Spectral Templates","created":"2022-11-05","cited_by_count":5,"area":null},{"id":"2212.03176","title":"Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey","created":"2022-12-04","cited_by_count":4,"area":null},{"id":"2408.11884","title":"ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging","created":"2024-08-21","cited_by_count":4,"area":null},{"id":"2403.03645","title":"Graph Generation Powered with LLMs for Boosting Multivariate Time-Series Representation Learning","created":"2024-03-06","cited_by_count":3,"area":null},{"id":"2410.08224","title":"A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications","created":"2024-09-26","cited_by_count":3,"area":null},{"id":"2501.02949","title":"MSA-CNN: A Lightweight Multi-Scale CNN with Attention for Sleep Stage Classification","created":"2025-01-06","cited_by_count":3,"area":null},{"id":"2502.17213","title":"Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics","created":"2025-02-24","cited_by_count":3,"area":null},{"id":"2309.02124","title":"Exploiting Spatial-temporal Data for Sleep Stage Classification via Hypergraph Learning","created":"2023-09-05","cited_by_count":2,"area":null},{"id":"2401.14695","title":"Continuously Evolving Graph Neural Controlled Differential Equations for Traffic Forecasting","created":"2024-01-26","cited_by_count":2,"area":null},{"id":"2410.18103","title":"A Hybrid Graph Neural Network for Enhanced EEG-Based Depression Detection","created":"2024-10-08","cited_by_count":2,"area":null},{"id":"2208.05814","title":"Seeing your sleep stage: cross-modal distillation from EEG to infrared video","created":"2022-08-11","cited_by_count":1,"area":null},{"id":"2405.04336","title":"Temporal and Heterogeneous Graph Neural Network for Remaining Useful Life Prediction","created":"2024-05-07","cited_by_count":1,"area":null},{"id":"2501.03764","title":"SelectiveFinetuning: Enhancing Transfer Learning in Sleep Staging through Selective Domain Alignment","created":"2025-01-07","cited_by_count":1,"area":null},{"id":"2502.16049","title":"Quasi Zigzag Persistence: A Topological Framework for Analyzing Time-Varying Data","created":"2025-02-22","cited_by_count":1,"area":null},{"id":"2508.16748","title":"FairSSL: Fair Multimodal Self-Supervised Learning","created":"2025-08-22","cited_by_count":1,"area":null},{"id":"2509.22810","title":"Introducing Multimodal Paradigm for Learning Sleep Staging PSG via General-Purpose Model","created":"2025-09-26","cited_by_count":1,"area":null},{"id":"2510.12070","title":"MEASURE: Multi-scale Minimal Sufficient Representation Learning for Domain Generalization in Sleep Staging","created":"2025-10-14","cited_by_count":1,"area":null},{"id":"2408.09526","title":"Fine-gained air quality inference based on low-quality sensing data using self-supervised learning","created":"2024-08-18","cited_by_count":0,"area":null},{"id":"2410.19819","title":"Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks","created":"2024-10-18","cited_by_count":0,"area":null},{"id":"2505.17142","title":"MetaSTH-Sleep: Towards Effective Few-Shot Sleep Stage Classification for Health Management with Spatial-Temporal Hypergraph Enhanced Meta-Learning","created":"2025-05-22","cited_by_count":0,"area":null},{"id":"2508.03437","title":"Spatial Imputation Drives Cross-Domain Alignment for EEG Classification","created":"2025-08-05","cited_by_count":0,"area":null},{"id":"2508.04503","title":"PRISM: Lightweight Multivariate Time-Series Classification through Symmetric Multi-Resolution Convolutional Layers","created":"2025-08-06","cited_by_count":0,"area":null},{"id":"2509.06974","title":"Individualized and Interpretable Sleep Forecasting via a Two-Stage Adaptive Spatial-Temporal Model","created":"2025-08-28","cited_by_count":0,"area":null},{"id":"2604.10009","title":"Towards Multi-Source Domain Generalization for Sleep Staging with Noisy Labels","created":"2026-04-11","cited_by_count":0,"area":null},{"id":"2605.01691","title":"Complex Diffusion Maps with $\\omega$-Parameterized Kernels Revealing Inherent Harmonic Representations","created":"2026-05-03","cited_by_count":0,"area":null},{"id":"2607.04851","title":"SleepBand: Single-Source Domain Generalization for Sleep Staging via Physiologically Structured Spectral Modeling","created":"2026-07-06","cited_by_count":0,"area":null},{"id":"2607.25197","title":"LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging","created":"2026-07-28","cited_by_count":0,"area":null},{"id":"2608.08440","title":"MGMCL: Multi-Granularity Manifold Contrastive Learning With Neural ODEs for Cross-Subject EEG Emotion Recognition","created":"2026-08-09","cited_by_count":0,"area":null}],"next_cursor":null}