| 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 |
| This Time is Different: An Observability Perspective on Time Series Foundation Models | May 20, 2025 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 3 |
| Temporal Query Network for Efficient Multivariate Time Series Forecasting | May 19, 2025 | Correlated Time Series ForecastingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| 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 |