| Spatio-Temporal Meta-Graph Learning for Traffic Forecasting | Nov 27, 2022 | DecoderGraph Learning | CodeCode Available | 1 | 5 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | Mar 13, 2021 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data | Oct 22, 2022 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time Series | Jan 23, 2023 | Emotion ClassificationMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Temporal Convolutional Attention Neural Networks for Time Series Forecasting | Sep 23, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting | Apr 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Ti-MAE: Self-Supervised Masked Time Series Autoencoders | Jan 21, 2023 | Contrastive LearningMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis | Dec 17, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data | Feb 22, 2025 | Bayesian InferenceFew-Shot Learning | CodeCode Available | 1 | 5 |
| TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation | Apr 26, 2025 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting | Oct 15, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting | Jan 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting | May 19, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting | Oct 30, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| DCIts -- Deep Convolutional Interpreter for time series | Jan 8, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Towards Better Forecasting by Fusing Near and Distant Future Visions | Dec 11, 2019 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| Patient Subtyping via Time-Aware LSTM Networks | Aug 13, 2017 | Multivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities | Nov 18, 2022 | Computational EfficiencyHumanitarian | CodeCode Available | 0 | 5 |
| DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting | Nov 3, 2019 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| PDETime: Rethinking Long-Term Multivariate Time Series Forecasting from the perspective of partial differential equations | Feb 25, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions | Dec 16, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Probabilistic sequential matrix factorization | Oct 9, 2019 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer | Oct 31, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting | Dec 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN | May 3, 2020 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 0 | 5 |
| Embedded Temporal Feature Selection for Time Series Forecasting Using Deep Learning | Oct 1, 2023 | Deep Learningfeature selection | CodeCode Available | 0 | 5 |
| Structured Inference Networks for Nonlinear State Space Models | Sep 30, 2016 | Multivariate Time Series ForecastingState Space Models | CodeCode Available | 0 | 5 |
| Indeterminate Probability Theory | Mar 21, 2023 | ClassificationMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models | Feb 10, 2021 | Inductive BiasMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| A Review of the Long Horizon Forecasting Problem in Time Series Analysis | Jun 15, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting | Mar 31, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting | Mar 11, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing | Nov 26, 2024 | MambaMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| MIMIC-III, a freely accessible critical care database | May 24, 2016 | Blood pressure estimationData Integration | CodeCode Available | 0 | 5 |
| SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting | May 5, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs | Apr 27, 2021 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 0 | 5 |
| Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapy | Jul 13, 2022 | Image RegistrationMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| VE: Modeling Multivariate Time Series Correlation with Variate Embedding | Sep 10, 2024 | Mixture-of-ExpertsMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting | Jan 6, 2025 | AttributeMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting | Jun 28, 2023 | AllDecision Making | CodeCode Available | 0 | 5 |
| Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective | Jan 27, 2023 | FairnessMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| Balanced Graph Structure Learning for Multivariate Time Series Forecasting | Jan 24, 2022 | Graph GenerationGraph Learning | CodeCode Available | 0 | 5 |
| Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation? | May 1, 2022 | Decision MakingDeep Learning | CodeCode Available | 0 | 5 |
| A Memory-Network Based Solution for Multivariate Time-Series Forecasting | Sep 6, 2018 | Multivariate Time Series ForecastingQuestion Answering | CodeCode Available | 0 | 5 |
| Less is more: Embracing sparsity and interpolation with Esiformer for time series forecasting | Oct 8, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Predictive Business Process Monitoring with LSTM Neural Networks | Dec 7, 2016 | Multivariate Time Series ForecastingPredictive Process Monitoring | CodeCode Available | 0 | 5 |
| Revealing the Power of Masked Autoencoders in Traffic Forecasting | Sep 26, 2023 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| BRITS: Bidirectional Recurrent Imputation for Time Series | May 27, 2018 | General ClassificationImputation | CodeCode Available | 0 | 5 |
| STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting | May 24, 2019 | Demand ForecastingGraph-to-Sequence | CodeCode Available | 0 | 5 |
