| FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting | Jul 30, 2020 | ManagementTime Series | CodeCode Available | 1 |
| Calibration of Google Trends Time Series | Jul 27, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor data | Jul 24, 2020 | Activity RecognitionChange Point Detection | CodeCode Available | 1 |
| Deep Dynamic Factor Models | Jul 23, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data | Jul 20, 2020 | Few-Shot LearningMulti-Task Learning | CodeCode Available | 1 |
| COVID-19 Data Analysis and Forecasting: Algeria and the World | Jul 19, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Modeling Financial Time Series using LSTM with Trainable Initial Hidden States | Jul 14, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Fast Variational Learning in State-Space Gaussian Process Models | Jul 9, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Learning Differential Equations that are Easy to Solve | Jul 9, 2020 | Density EstimationTime Series | CodeCode Available | 1 |
| Long Short-Term Memory Spiking Networks and Their Applications | Jul 9, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| MR. Estimator, a toolbox to determine intrinsic timescales from subsampled spiking activity | Jul 7, 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 |
| Leveraging Class Hierarchies with Metric-Guided Prototype Learning | Jul 6, 2020 | General ClassificationSemantic Segmentation | CodeCode Available | 1 |
| Time-series forecasting of Bitcoin prices using high-dimensional features: a machine learning approach | Jul 4, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series | Jul 1, 2020 | Earth ObservationTime Series | CodeCode Available | 1 |
| Subject-Aware Contrastive Learning for Biosignals | Jun 30, 2020 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Conditional GAN for timeseries generation | Jun 30, 2020 | Generative Adversarial NetworkTime Series | CodeCode Available | 1 |
| MTSS-GAN: Multivariate Time Series Simulation Generative Adversarial Networks | Jun 26, 2020 | Generative Adversarial NetworkImage Generation | CodeCode Available | 1 |
| SAR2SAR: a semi-supervised despeckling algorithm for SAR images | Jun 26, 2020 | DenoisingImage Denoising | CodeCode Available | 1 |
| Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning | Jun 23, 2020 | Knowledge GraphsMulti-Task Learning | CodeCode Available | 1 |
| Time Series Extrinsic Regression | Jun 23, 2020 | regressionTime Series | CodeCode Available | 1 |
| Aligning Time Series on Incomparable Spaces | Jun 22, 2020 | Dynamic Time WarpingImitation Learning | CodeCode Available | 1 |
| Hidden Markov Nonlinear ICA: Unsupervised Learning from Nonstationary Time Series | Jun 22, 2020 | DisentanglementTime Series | CodeCode Available | 1 |
| Efficient implementations of echo state network cross-validation | Jun 19, 2020 | One-Shot LearningTime Series | CodeCode Available | 1 |
| Monash University, UEA, UCR Time Series Extrinsic Regression Archive | Jun 19, 2020 | BenchmarkingMissing Values | CodeCode Available | 1 |
| Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data | Jun 18, 2020 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting | Jun 18, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| Online Change Point Detection in Molecular Dynamics With Optical Random Features | Jun 15, 2020 | Change Point DetectionTime Series | CodeCode Available | 1 |
| COT-GAN: Generating Sequential Data via Causal Optimal Transport | Jun 15, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Temporal Phenotyping using Deep Predictive Clustering of Disease Progression | Jun 15, 2020 | ClusteringDecision Making | CodeCode Available | 1 |
| Inductive Graph Neural Networks for Spatiotemporal Kriging | Jun 13, 2020 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections | Jun 12, 2020 | Imputationtensor algebra | CodeCode Available | 1 |
| Reservoir Computing meets Recurrent Kernels and Structured Transforms | Jun 12, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Conditional Sig-Wasserstein GANs for Time Series Generation | Jun 9, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Wavelet Networks: Scale-Translation Equivariant Learning From Raw Time-Series | Jun 9, 2020 | DescriptiveTime Series | CodeCode Available | 1 |
| Cost-effective Interactive Attention Learning with Neural Attention Processes | Jun 9, 2020 | RerankingTime Series | CodeCode Available | 1 |
| Deep Stock Predictions | Jun 8, 2020 | Portfolio OptimizationPrediction | CodeCode Available | 1 |
| Neural Jump Ordinary Differential Equations: Consistent Continuous-Time Prediction and Filtering | Jun 8, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Learning Long-Term Dependencies in Irregularly-Sampled Time Series | Jun 8, 2020 | Sequential Image ClassificationTime Series | CodeCode Available | 1 |
| Bearing Fault Diagnosis Base on Multi-scale CNN and LSTM Model | Jun 5, 2020 | ClassificationDiagnostic | CodeCode Available | 1 |
| Joint learning of variational representations and solvers for inverse problems with partially-observed data | Jun 5, 2020 | Image InpaintingTime Series | CodeCode Available | 1 |
| Interpretable Time-series Classification on Few-shot Samples | Jun 3, 2020 | ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE | Jun 3, 2020 | General Classificationimage-classification | CodeCode Available | 1 |
| Detection of gravitational-wave signals from binary neutron star mergers using machine learning | Jun 2, 2020 | BIG-bench Machine LearningSensitivity | CodeCode Available | 1 |
| A Generalised Signature Method for Multivariate Time Series Feature Extraction | Jun 1, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations | May 31, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Generalised Interpretable Shapelets for Irregular Time Series | May 28, 2020 | Audio ClassificationIrregular Time Series | CodeCode Available | 1 |
| Machine Learning Time Series Regressions with an Application to Nowcasting | May 28, 2020 | BIG-bench Machine LearningTime Series | CodeCode Available | 1 |
| Machine Learning-Based Unbalance Detection of a Rotating Shaft Using Vibration Data | May 26, 2020 | BIG-bench Machine LearningDiagnostic | CodeCode Available | 1 |
| Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | May 24, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |