| End-to-End Modeling Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow based Reconciliation | Dec 28, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| A Pattern Discovery Approach to Multivariate Time Series Forecasting | Dec 20, 2022 | DiversityMultivariate Time Series Forecasting | —Unverified | 0 |
| MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling | Dec 12, 2022 | DecoderGraph Learning | CodeCode Available | 1 |
| 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 |
| Spatio-Temporal Meta-Graph Learning for Traffic Forecasting | Nov 27, 2022 | DecoderGraph Learning | CodeCode Available | 1 |
| A Time Series is Worth 64 Words: Long-term Forecasting with Transformers | Nov 27, 2022 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 5 |
| 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 |
| SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data | Oct 22, 2022 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting | Oct 12, 2022 | Graph GenerationGraph structure learning | CodeCode Available | 1 |
| 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 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer | Aug 19, 2022 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 |
| Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting | Aug 10, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms | Jul 19, 2022 | Adversarial AttackMultivariate Time Series Forecasting | CodeCode Available | 5 |
| 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 |
| Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting | Jun 28, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Multi-Variate Time Series Forecasting on Variable Subsets | Jun 25, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting | Jun 18, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| 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 |
| Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization | Mar 20, 2022 | Missing ValuesMultivariate Time Series Forecasting | CodeCode Available | 1 |
| A Novel Deep Learning Model for Hotel Demand and Revenue Prediction amid COVID-19 | Mar 8, 2022 | Correlated Time Series ForecastingCOVID-19 Modelling | CodeCode Available | 1 |
| Multivariate Time Series Forecasting with Latent Graph Inference | Mar 7, 2022 | Computational EfficiencyMultivariate Time Series Forecasting | —Unverified | 0 |
| Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs | Feb 17, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge | Feb 2, 2022 | Load ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Balanced Graph Structure Learning for Multivariate Time Series Forecasting | Jan 24, 2022 | Graph GenerationGraph Learning | CodeCode Available | 0 |
| Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting | Jan 13, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling | Dec 16, 2021 | Multivariate Time Series ForecastingPrediction Intervals | CodeCode Available | 1 |
| Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting | Dec 14, 2021 | Graph LearningMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling | Dec 6, 2021 | Graph LearningInductive Bias | CodeCode Available | 1 |
| LibCity: An Open Library for Traffic Prediction | Nov 4, 2021 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 2 |
| Neural Flows: Efficient Alternative to Neural ODEs | Oct 25, 2021 | Computational EfficiencyDensity Estimation | CodeCode Available | 1 |
| 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 |
| Long-Range Transformers for Dynamic Spatiotemporal Forecasting | Sep 24, 2021 | Multivariate Time Series ForecastingTime Series | 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 |
| Instance-wise Graph-based Framework for Multivariate Time Series Forecasting | Sep 14, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| 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 |
| Long-term series forecasting with Query Selector -- efficient model of sparse attention | Jul 19, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Recurrent Trend Predictive Neural Network for Multi-Sensor Fire Detection | Jun 10, 2021 | Fire DetectionMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Prediction of the Position of External Markers Using a Recurrent Neural Network Trained With Unbiased Online Recurrent Optimization for Safe Lung Cancer Radiotherapy | Jun 2, 2021 | Multivariate Time Series ForecastingPosition | CodeCode Available | 1 |
| Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs | Apr 27, 2021 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 0 |
