{"total":13,"rows":[{"id":"2403.04468","title":"A Survey of Graph Neural Networks in Real world: Imbalance, Noise, Privacy and OOD Challenges","created":"2024-03-07","cited_by_count":54,"area":null},{"id":"2405.04773","title":"Hypergraph-enhanced Dual Semi-supervised Graph Classification","created":"2024-05-08","cited_by_count":8,"area":null},{"id":"2501.07048","title":"Unveiling the Potential of Text in High-Dimensional Time Series Forecasting","created":"2025-01-13","cited_by_count":4,"area":null},{"id":"2403.01091","title":"COOL: A Conjoint Perspective on Spatio-Temporal Graph Neural Network for Traffic Forecasting","created":"2024-03-02","cited_by_count":2,"area":null},{"id":"2403.07022","title":"A Unified Model for Spatio-Temporal Prediction Queries with Arbitrary Modifiable Areal Units","created":"2024-03-10","cited_by_count":2,"area":null},{"id":"2602.04369","title":"Multi-scale hypergraph meets LLMs: Aligning large language models for time series analysis","created":"2026-02-04","cited_by_count":2,"area":null},{"id":"2401.00713","title":"Graph Neural Networks in Intelligent Transportation Systems: Advances, Applications and Trends","created":"2024-01-01","cited_by_count":1,"area":null},{"id":"2401.16011","title":"GPS: Graph Contrastive Learning via Multi-scale Augmented Views from Adversarial Pooling","created":"2024-01-29","cited_by_count":1,"area":null},{"id":"2404.01975","title":"DSGNN: A Dual-View Supergrid-Aware Graph Neural Network for Regional Air Quality Estimation","created":"2024-04-02","cited_by_count":1,"area":null},{"id":"2506.07179","title":"Efficient Traffic Forecasting on Large-Scale Road Network by Regularized Adaptive Graph Convolution","created":"2025-06-08","cited_by_count":1,"area":null},{"id":"2408.02689","title":"Spatio-Temporal Partial Sensing Forecast for Long-term Traffic","created":"2024-08-02","cited_by_count":0,"area":null},{"id":"2411.17372","title":"Epidemiology-informed Graph Neural Network for Heterogeneity-aware Epidemic Forecasting","created":"2024-11-26","cited_by_count":0,"area":null},{"id":"2510.09082","title":"Physics-Informed High-order Graph Dynamics Identification Learning for Predicting Complex Networks Long-term Dynamics","created":"2025-10-10","cited_by_count":0,"area":null}],"next_cursor":null}