| Spatio-Temporal Meta-Graph Learning for Traffic Forecasting | Nov 27, 2022 | DecoderGraph Learning | CodeCode Available | 1 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | Mar 13, 2021 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data | Oct 22, 2022 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time Series | Jan 23, 2023 | Emotion ClassificationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Temporal Convolutional Attention Neural Networks for Time Series Forecasting | Sep 23, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| 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 |
| Ti-MAE: Self-Supervised Masked Time Series Autoencoders | Jan 21, 2023 | Contrastive LearningMultivariate Time Series Forecasting | CodeCode Available | 1 |
| TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis | Dec 17, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data | Feb 22, 2025 | Bayesian InferenceFew-Shot Learning | CodeCode Available | 1 |
| TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation | Apr 26, 2025 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting | Oct 15, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting | Jan 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting | May 19, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting | Oct 30, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data | Dec 4, 2024 | Computational Efficiencyimage-classification | —Unverified | 0 |
| MCformer: Multivariate Time Series Forecasting with Mixed-Channels Transformer | Mar 14, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting | Oct 6, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding | Aug 29, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling | Mar 1, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting | Sep 18, 2020 | BIG-bench Machine LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting | Oct 30, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version | Apr 28, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs | Jun 25, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing | May 2, 2025 | GPUMultivariate Time Series Forecasting | —Unverified | 0 |
