| A Pattern Discovery Approach to Multivariate Time Series Forecasting | Dec 20, 2022 | DiversityMultivariate Time Series Forecasting | —Unverified | 0 |
| CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting | May 22, 2025 | AllMultivariate Time Series Forecasting | —Unverified | 0 |
| NFCL: Simply interpretable neural networks for a short-term multivariate forecasting | May 22, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting | Jun 14, 2024 | Hyperparameter OptimizationMulti-Task Learning | —Unverified | 0 |
| Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction | Feb 12, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting | Aug 18, 2020 | Decision MakingMulti-Task Learning | —Unverified | 0 |
| Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting | May 22, 2024 | AttributeMultivariate Time Series Forecasting | —Unverified | 0 |
| PECAIQR: A Model for Infectious Disease Applied to the Covid-19 Epidemic | Jun 17, 2020 | Multivariate Time Series ForecastingNumerical Integration | —Unverified | 0 |
| Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting | May 1, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting | Feb 27, 2025 | Multivariate Time Series ForecastingPosition | —Unverified | 0 |
| Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs | Feb 11, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| Bond Graphs for multi-physics informed Neural Networks for multi-variate time series | May 22, 2024 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning | Feb 21, 2025 | Contrastive LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| Using Pre-trained LLMs for Multivariate Time Series Forecasting | Jan 10, 2025 | DecoderMultivariate Time Series Forecasting | —Unverified | 0 |
| AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data | Oct 31, 2023 | Multivariate Time Series ForecastingTime Series | —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 |
| Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting | Oct 22, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| R2N2: Residual Recurrent Neural Networks for Multivariate Time Series Forecasting | Sep 10, 2017 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Recurrent Interpolants for Probabilistic Time Series Prediction | Sep 18, 2024 | Computational EfficiencyImputation | —Unverified | 0 |
| A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting | Dec 6, 2022 | DecoderInductive Bias | —Unverified | 0 |
| AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks | Jan 10, 2025 | Age EstimationMulti-Task Learning | —Unverified | 0 |
| A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case | Nov 10, 2022 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering | May 9, 2025 | ClusteringMultivariate Time Series Forecasting | —Unverified | 0 |
| Attention Mechanism for Multivariate Time Series Recurrent Model Interpretability Applied to the Ironmaking Industry | Jul 15, 2020 | Deep LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss | Nov 19, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
