| A Review of Graph Neural Networks and Their Applications in Power Systems | Jan 25, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Extended Deep Adaptive Input Normalization for Preprocessing Time Series Data for Neural Networks | Oct 23, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 | 5 |
| Feature Programming for Multivariate Time Series Prediction | Jun 9, 2023 | Automated Feature EngineeringFeature Engineering | CodeCode Available | 1 | 5 |
| Financial time series forecasting with multi-modality graph neural network | Jan 1, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Spatiotemporal information conversion machine for time-series prediction | Jul 3, 2021 | Causal InferencePrediction | CodeCode Available | 1 | 5 |
| Generative Network-Based Reduced-Order Model for Prediction, Data Assimilation and Uncertainty Quantification | May 28, 2021 | EpidemiologyTime Series | CodeCode Available | 1 | 5 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 | 5 |
| STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction | Dec 28, 2023 | RetrievalTime Series | CodeCode Available | 1 | 5 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| How Does It Function? Characterizing Long-term Trends in Production Serverless Workloads | Dec 15, 2023 | DiversityScheduling | CodeCode Available | 1 | 5 |
| Temporal and Heterogeneous Graph Neural Network for Financial Time Series Prediction | May 9, 2023 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution | Mar 9, 2020 | AttributeKnowledge Graphs | CodeCode Available | 1 | 5 |
| CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations | May 25, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting | Dec 14, 2023 | ManagementRepresentation Learning | CodeCode Available | 1 | 5 |
| IMTS is Worth Time Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction | May 28, 2025 | Missing ValuesSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks | Dec 1, 2019 | Sequential Image ClassificationTime Series | CodeCode Available | 1 | 5 |
| Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning | Jun 23, 2020 | Knowledge GraphsMulti-Task Learning | CodeCode Available | 1 | 5 |
| AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the Fly | May 22, 2021 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 | 5 |
| Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting | Jul 6, 2017 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Conformal PID Control for Time Series Prediction | Jul 31, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 | 5 |
| Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers | May 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| SIGMA: Selective Gated Mamba for Sequential Recommendation | Aug 21, 2024 | MambaRecommendation Systems | CodeCode Available | 1 | 5 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 | 5 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 | 5 |
| Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting | Jun 18, 2020 | ImputationMissing Values | CodeCode Available | 1 | 5 |
