| Multivariate Time Series Forecasting with Transfer Entropy Graph | May 3, 2020 | Causal InferenceDecision Making | CodeCode Available | 1 |
| Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations | May 1, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| GRU-ODE-Bayes: Continuous modeling of sporadically-observed time series | May 29, 2019 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling | Dec 16, 2021 | Multivariate Time Series ForecastingPrediction Intervals | CodeCode Available | 1 |
| FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting | Jan 23, 2025 | DiversityMultivariate Time Series Forecasting | CodeCode Available | 1 |
| LightCTS: A Lightweight Framework for Correlated Time Series Forecasting | Feb 23, 2023 | Computational EfficiencyCorrelated Time Series Forecasting | CodeCode Available | 1 |
| Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting | May 22, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution | Aug 15, 2023 | Data AblationLoad Forecasting | CodeCode Available | 1 |
| Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization | Mar 20, 2022 | Missing ValuesMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Multi-Variate Time Series Forecasting on Variable Subsets | Jun 25, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Adversarial Sparse Transformer for Time Series Forecasting | Dec 1, 2020 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 1 |
| LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters | Aug 16, 2023 | ChatbotMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Forecasting Irregularly Sampled Time Series using Graphs | May 22, 2023 | AstronomyMissing Values | CodeCode Available | 1 |
| Instance-wise Graph-based Framework for Multivariate Time Series Forecasting | Sep 14, 2021 | 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 |
| Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks | Jan 1, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting | Feb 14, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 |
| Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | Nov 26, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| A Joint Time-frequency Domain Transformer for Multivariate Time Series Forecasting | May 24, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting | Oct 21, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | May 24, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Latent ODEs for Irregularly-Sampled Time Series | Jul 8, 2019 | Multivariate Time Series ForecastingMultivariate Time Series Imputation | CodeCode Available | 1 |
| FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting | May 7, 2025 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
