Papers Using This Method
Data Augmentation in Time Series Forecasting through Inverted Framework2025-07-15Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance2025-06-25Temporal cross-validation impacts multivariate time series subsequence anomaly detection evaluation2025-06-13Leveraging Multivariate Long-Term History Representation for Time Series Forecasting2025-05-20Nearest Neighbor Multivariate Time Series Forecasting2025-05-16Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering2025-05-09Quantum Autoencoder for Multivariate Time Series Anomaly Detection2025-04-24MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications2025-04-18Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing2025-04-17CATS: Mitigating Correlation Shift for Multivariate Time Series Classification2025-04-05Temporal Gaussian Copula For Clinical Multivariate Time Series Data Imputation2025-04-03Multi-Disease-Aware Training Strategy for Cardiac MR Image Segmentation2025-03-23PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting2025-02-27TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data2025-02-22HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting2025-02-12General Time-series Model for Universal Knowledge Representation of Multivariate Time-Series data2025-02-05Transformer-based Multivariate Time Series Anomaly Localization2025-01-15Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification2025-01-14Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection2024-12-26Heterogeneous Relationships of Subjects and Shapelets for Semi-supervised Multivariate Series Classification2024-11-27