| A Pattern Discovery Approach to Multivariate Time Series Forecasting | Dec 20, 2022 | DiversityMultivariate Time Series Forecasting | —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 |
| cs-net: structural approach to time-series forecasting for high-dimensional feature space data with limited observations | Dec 5, 2022 | GPUMultivariate Time Series Forecasting | —Unverified | 0 |
| A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities | Nov 18, 2022 | Computational EfficiencyHumanitarian | CodeCode Available | 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 |
| How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer | Oct 31, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting | Oct 6, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting | Oct 4, 2022 | Multivariate Time Series ForecastingSelf-Supervised Learning | —Unverified | 0 |
| Masked Multi-Step Multivariate Time Series Forecasting with Future Information | Sep 28, 2022 | Demand ForecastingMultivariate Time Series Forecasting | —Unverified | 0 |
| Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting | Sep 1, 2022 | DecoderMultivariate Time Series Forecasting | —Unverified | 0 |
| Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapy | Jul 13, 2022 | Image RegistrationMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures | Jul 4, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation? | May 1, 2022 | Decision MakingDeep Learning | CodeCode Available | 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 |
| Multivariate Time Series Forecasting with Latent Graph Inference | Mar 7, 2022 | Computational EfficiencyMultivariate Time Series Forecasting | —Unverified | 0 |
| Balanced Graph Structure Learning for Multivariate Time Series Forecasting | Jan 24, 2022 | Graph GenerationGraph Learning | CodeCode Available | 0 |
| Modeling Variable Space with Residual Tensor Networks for Multivariate Time Series | Sep 29, 2021 | Multivariate Time Series ForecastingTensor Networks | —Unverified | 0 |
| TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting | Sep 29, 2021 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| High-dimensional Multivariate Time Series Forecasting in IoT Applications using Embedding Non-stationary Fuzzy Time Series | Jul 20, 2021 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs | Apr 27, 2021 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 0 |
| Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models | Feb 10, 2021 | Inductive BiasMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting | Jan 25, 2021 | DecoderDeep Learning | —Unverified | 0 |
| Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting | Dec 16, 2020 | Data AugmentationMultivariate Time Series Forecasting | —Unverified | 0 |
| Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting | Sep 18, 2020 | BIG-bench Machine LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting | Sep 2, 2020 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
