| Temporal Dependencies in Feature Importance for Time Series Predictions | Jul 29, 2021 | Feature ImportanceTime Series | CodeCode Available | 1 |
| Spatiotemporal information conversion machine for time-series prediction | Jul 3, 2021 | Causal InferencePrediction | CodeCode Available | 1 |
| ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models | Jun 18, 2021 | Probabilistic Time Series ForecastingTime Series | 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 |
| CVaR-based Flight Energy Risk Assessment for Multirotor UAVs using a Deep Energy Model | May 31, 2021 | energy managementManagement | CodeCode Available | 1 |
| Generative Network-Based Reduced-Order Model for Prediction, Data Assimilation and Uncertainty Quantification | May 28, 2021 | EpidemiologyTime Series | CodeCode Available | 1 |
| AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the Fly | May 22, 2021 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 1 |
| DeepSITH: Efficient Learning via Decomposition of What and When Across Time Scales | Apr 9, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Evaluation of deep learning models for multi-step ahead time series prediction | Mar 26, 2021 | DecoderDeep Learning | CodeCode Available | 1 |
| PyRCN: A Toolbox for Exploration and Application of Reservoir Computing Networks | Mar 8, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Review of Graph Neural Networks and Their Applications in Power Systems | Jan 25, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting | Sep 10, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning | Jun 23, 2020 | Knowledge GraphsMulti-Task Learning | CodeCode Available | 1 |
| Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting | Jun 18, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| Reservoir Computing meets Recurrent Kernels and Structured Transforms | Jun 12, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Deep Stock Predictions | Jun 8, 2020 | Portfolio OptimizationPrediction | CodeCode Available | 1 |
| DAG-Net: Double Attentive Graph Neural Network for Trajectory Forecasting | May 26, 2020 | Graph Neural NetworkHuman motion prediction | CodeCode Available | 1 |
| From Fourier to Koopman: Spectral Methods for Long-term Time Series Prediction | Apr 1, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution | Mar 9, 2020 | AttributeKnowledge Graphs | CodeCode Available | 1 |
| Dimensionality reduction to maximize prediction generalization capability | Mar 1, 2020 | Dimensionality ReductionPrediction | CodeCode Available | 1 |
| Bayesian Neural Architecture Search using A Training-Free Performance Metric | Jan 29, 2020 | Bayesian OptimizationNeural Architecture Search | CodeCode Available | 1 |
| Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks | Dec 1, 2019 | Sequential Image ClassificationTime Series | CodeCode Available | 1 |
| Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting | Sep 14, 2017 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 |