| Generative time series models using Neural ODE in Variational Autoencoders | Jan 12, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks | Jan 6, 2022 | Audio ClassificationClassification | CodeCode Available | 1 |
| Towards Similarity-Aware Time-Series Classification | Jan 5, 2022 | ClassificationDynamic Time Warping | CodeCode Available | 1 |
| Graph Neural Networks for Multivariate Time Series Regression with Application to Seismic Data | Jan 3, 2022 | Graph Neural Networkregression | CodeCode Available | 1 |
| Financial time series forecasting with multi-modality graph neural network | Jan 1, 2022 | Graph Neural NetworkTime Series | 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 |
| Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture | Dec 16, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting | Dec 14, 2021 | Graph LearningMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Multi-Modal Temporal Attention Models for Crop Mapping from Satellite Time Series | Dec 14, 2021 | Panoptic SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling | Dec 6, 2021 | Graph LearningInductive Bias | CodeCode Available | 1 |
| Parameter Efficient Deep Probabilistic Forecasting | Dec 6, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 |
| ES-dRNN: A Hybrid Exponential Smoothing and Dilated Recurrent Neural Network Model for Short-Term Load Forecasting | Dec 5, 2021 | Load ForecastingTime Series | CodeCode Available | 1 |
| Anomaly Detection of Wind Turbine Time Series using Variational Recurrent Autoencoders | Dec 5, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Conformal Time-series Forecasting | Dec 1, 2021 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Simulation platform for pattern recognition based on reservoir computing with memristor networks | Dec 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Self-supervised Autoregressive Domain Adaptation for Time Series Data | Nov 29, 2021 | Domain AdaptationSelf-Supervised Learning | CodeCode Available | 1 |
| Improving Deep Learning Interpretability by Saliency Guided Training | Nov 29, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping | Nov 26, 2021 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| Neural network stochastic differential equation models with applications to financial data forecasting | Nov 25, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| tsflex: flexible time series processing & feature extraction | Nov 24, 2021 | ChunkingTime Series | CodeCode Available | 1 |
| Modeling Irregular Time Series with Continuous Recurrent Units | Nov 22, 2021 | DecoderIrregular Time Series | CodeCode Available | 1 |
| Causal Forecasting:Generalization Bounds for Autoregressive Models | Nov 18, 2021 | Learning TheoryTime Series | CodeCode Available | 1 |
| Towards Generating Real-World Time Series Data | Nov 16, 2021 | DecoderGenerative Adversarial Network | CodeCode Available | 1 |
| HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | Nov 16, 2021 | BIG-bench Machine LearningCirculatory Failure | CodeCode Available | 1 |
| TimeVAE: A Variational Auto-Encoder for Multivariate Time Series Generation | Nov 15, 2021 | Synthetic Data GenerationTime Series | CodeCode Available | 1 |
