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| Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | Mar 13, 2021 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks | Jan 1, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting | Dec 14, 2020 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Graph Neural Networks for Improved El Niño Forecasting | Dec 2, 2020 | Deep LearningMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Adversarial Sparse Transformer for Time Series Forecasting | Dec 1, 2020 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 1 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting | Jun 18, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | May 24, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Multivariate Time Series Forecasting with Transfer Entropy Graph | May 3, 2020 | Causal InferenceDecision Making | CodeCode Available | 1 |
| Latent ODEs for Irregularly-Sampled Time Series | Jul 8, 2019 | Multivariate Time Series ForecastingMultivariate Time Series Imputation | CodeCode Available | 1 |
| GRU-ODE-Bayes: Continuous modeling of sporadically-observed time series | May 29, 2019 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting | Jul 6, 2017 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks | Mar 21, 2017 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Recurrent Neural Networks for Multivariate Time Series with Missing Values | Jun 6, 2016 | ImputationMissing Values | CodeCode Available | 1 |
| SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs | Jun 25, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Review of the Long Horizon Forecasting Problem in Time Series Analysis | Jun 15, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness | Jun 10, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries | Jun 2, 2025 | Graph Neural NetworkMultivariate Time Series Forecasting | —Unverified | 0 |
| HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting | May 23, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting | May 22, 2025 | AllMultivariate Time Series Forecasting | —Unverified | 0 |
| Nearest Neighbor Multivariate Time Series Forecasting | May 16, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models | May 13, 2025 | MambaMultivariate Time Series Forecasting | —Unverified | 0 |
| Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering | May 9, 2025 | ClusteringMultivariate Time Series Forecasting | —Unverified | 0 |
| STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting | May 7, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
