{"total":23,"rows":[{"id":"2403.20150","title":"TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods","created":"2024-03-29","cited_by_count":249,"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":"2203.15737","title":"Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version","created":"2022-03-29","cited_by_count":59,"area":null},{"id":"2204.13767","title":"Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version","created":"2022-04-28","cited_by_count":59,"area":null},{"id":"2112.11174","title":"AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version","created":"2021-12-21","cited_by_count":48,"area":null},{"id":"2201.04828","title":"Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting","created":"2022-01-13","cited_by_count":42,"area":null},{"id":"2111.11108","title":"Unsupervised Time Series Outlier Detection with Diversity-Driven Convolutional Ensembles -- Extended Version","created":"2021-11-22","cited_by_count":35,"area":null},{"id":"2405.17478","title":"Towards a General Time Series Forecasting Model with Unified Representation and Adaptive Transfer","created":"2024-05-24","cited_by_count":32,"area":null},{"id":"2310.11169","title":"MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection","created":"2023-10-17","cited_by_count":20,"area":null},{"id":"2204.03341","title":"Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection---Extended Version","created":"2022-04-07","cited_by_count":19,"area":null},{"id":"2411.05833","title":"Fully Automated Correlated Time Series Forecasting in Minutes","created":"2024-11-06","cited_by_count":12,"area":null},{"id":"2510.12489","title":"CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling","created":"2025-10-14","cited_by_count":12,"area":null},{"id":"2506.16001","title":"AutoHFormer: Efficient Hierarchical Autoregressive Transformer for Time Series Prediction","created":"2025-06-19","cited_by_count":8,"area":null},{"id":"2212.06419","title":"Graph Convolutional Networks for Traffic Forecasting with Missing Values","created":"2022-12-13","cited_by_count":7,"area":null},{"id":"2404.13990","title":"QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version","created":"2024-04-22","cited_by_count":7,"area":null},{"id":"2407.20053","title":"Orca: Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models","created":"2024-07-29","cited_by_count":6,"area":null},{"id":"2507.23253","title":"Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality","created":"2025-07-31","cited_by_count":2,"area":null},{"id":"2309.01067","title":"MQENet: A Mesh Quality Evaluation Neural Network Based on Dynamic Graph Attention","created":"2023-09-03","cited_by_count":1,"area":null},{"id":"2311.10806","title":"SEA++: Multi-Graph-based High-Order Sensor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation","created":"2023-11-17","cited_by_count":1,"area":null},{"id":"2201.01381","title":"Graph Decipher: A transparent dual-attention graph neural network to understand the message-passing mechanism for the node classification","created":"2022-01-04","cited_by_count":0,"area":null},{"id":"2206.04855","title":"Beyond the Gates of Euclidean Space: Temporal-Discrimination-Fusions and Attention-based Graph Neural Network for Human Activity Recognition","created":"2022-06-10","cited_by_count":0,"area":null},{"id":"2508.08955","title":"Fre-CW: Targeted Attack on Time Series Forecasting using Frequency Domain Loss","created":"2025-08-12","cited_by_count":0,"area":null},{"id":"2604.23474","title":"GeoCert: Certified Geometric AI for Reliable Forecasting","created":"2026-04-25","cited_by_count":0,"area":null}],"next_cursor":null}