| TSFEDL: A Python Library for Time Series Spatio-Temporal Feature Extraction and Prediction using Deep Learning (with Appendices on Detailed Network Architectures and Experimental Cases of Study) | Jun 7, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules | Jun 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series | May 31, 2022 | Contrastive LearningDimensionality Reduction | CodeCode Available | 1 |
| Generating multivariate time series with COmmon Source CoordInated GAN (COSCI-GAN) | May 27, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Learning the spatio-temporal relationship between wind and significant wave height using deep learning | May 26, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations | May 26, 2022 | ImputationMultivariate Time Series Imputation | CodeCode Available | 1 |
| Sparse Graph Learning from Spatiotemporal Time Series | May 26, 2022 | Graph LearningInductive Bias | CodeCode Available | 1 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| BolT: Fused Window Transformers for fMRI Time Series Analysis | May 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer | May 20, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Time Series Anomaly Detection via Reinforcement Learning-Based Model Selection | May 19, 2022 | Anomaly DetectionModel Selection | CodeCode Available | 1 |
| FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting | May 18, 2022 | Deep LearningDimensionality Reduction | CodeCode Available | 1 |
| Towards Space-to-Ground Data Availability for Agriculture Monitoring | May 16, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Compatible deep neural network framework with financial time series data, including data preprocessor, neural network model and trading strategy | May 11, 2022 | Binary ClassificationFeature Engineering | CodeCode Available | 1 |
| Discovering stochastic dynamical equations from biological time series data | May 5, 2022 | DiagnosticEquation Discovery | CodeCode Available | 1 |
| DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data | May 5, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series | May 4, 2022 | Anomaly DetectionSelf-Supervised Learning | CodeCode Available | 1 |
| CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level | May 3, 2022 | Intrusion DetectionTime Series | CodeCode Available | 1 |
| Open challenges for Machine Learning based Early Decision-Making research | Apr 27, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Encoding Cardiopulmonary Exercise Testing Time Series as Images for Classification using Convolutional Neural Network | Apr 26, 2022 | DiagnosticTime Series | CodeCode Available | 1 |
| From point forecasts to multivariate probabilistic forecasts: The Schaake shuffle for day-ahead electricity price forecasting | Apr 21, 2022 | Decision MakingPrediction Intervals | CodeCode Available | 1 |
| STD: A Seasonal-Trend-Dispersion Decomposition of Time Series | Apr 21, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Scale Dependencies and Self-Similar Models with Wavelet Scattering Spectra | Apr 19, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| LSTM-Autoencoder based Anomaly Detection for Indoor Air Quality Time Series Data | Apr 14, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Statistical Perspective on Functional and Causal Neural Connectomics: The Time-Aware PC Algorithm | Apr 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
