| 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 |
| OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain | May 12, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 3 |
| Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering | May 9, 2025 | ClusteringMultivariate Time Series Forecasting | —Unverified | 0 |
| FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting | May 7, 2025 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting | May 7, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| 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 |
| Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation | May 4, 2025 | Knowledge DistillationMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing | May 2, 2025 | GPUMultivariate Time Series Forecasting | —Unverified | 0 |
| Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting | May 1, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| 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 |
| Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting | May 1, 2025 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation | Apr 26, 2025 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications | Apr 18, 2025 | Meta-LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics | Apr 9, 2025 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | —Unverified | 0 |
| Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting | Mar 31, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting | Mar 22, 2025 | DecoderMultivariate Time Series Forecasting | —Unverified | 0 |
