| TimeVAE: A Variational Auto-Encoder for Multivariate Time Series Generation | Nov 15, 2021 | Synthetic Data GenerationTime Series | CodeCode Available | 1 |
| Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning Approach | Nov 14, 2021 | Algorithmic TradingGeneral Reinforcement Learning | CodeCode Available | 1 |
| Transferable Time-Series Forecasting under Causal Conditional Shift | Nov 5, 2021 | Domain AdaptationSemi-supervised Domain Adaptation | CodeCode Available | 1 |
| Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts | Nov 5, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Dynamic Data Augmentation with Gating Networks for Time Series Recognition | Nov 5, 2021 | Data AugmentationTime Series | CodeCode Available | 1 |
| TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation | Nov 4, 2021 | Crop ClassificationDomain Adaptation | CodeCode Available | 1 |
| Unsupervised Change Detection of Extreme Events Using ML On-Board | Nov 4, 2021 | Change DetectionManagement | CodeCode Available | 1 |
| Truth-Conditional Captions for Time Series Data | Nov 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Sig-Wasserstein GANs for Time Series Generation | Nov 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data | Nov 1, 2021 | ArticlesTime Series | CodeCode Available | 1 |
| Deeptime: a Python library for machine learning dynamical models from time series data | Oct 28, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Testing and Estimating Structural Breaks in Time Series and Panel Data in Stata | Oct 27, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| ClaSP - Time Series Segmentation | Oct 26, 2021 | Change Point DetectionSegmentation | CodeCode Available | 1 |
| Non-Gaussian Gaussian Processes for Few-Shot Regression | Oct 26, 2021 | Few-Shot LearningGaussian Processes | CodeCode Available | 1 |
| Deep Explicit Duration Switching Models for Time Series | Oct 26, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Neural Flows: Efficient Alternative to Neural ODEs | Oct 25, 2021 | Computational EfficiencyDensity Estimation | CodeCode Available | 1 |
| Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition | Oct 25, 2021 | Action RecognitionAction Recognition In Videos | CodeCode Available | 1 |
| Contrastive Neural Processes for Self-Supervised Learning | Oct 24, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| An Empirical Evaluation of Time-Series Feature Sets | Oct 21, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| SentimentArcs: A Novel Method for Self-Supervised Sentiment Analysis of Time Series Shows SOTA Transformers Can Struggle Finding Narrative Arcs | Oct 18, 2021 | Self-Supervised LearningSentiment Analysis | CodeCode Available | 1 |
| Nonlinear proper orthogonal decomposition for convection-dominated flows | Oct 15, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Crop Rotation Modeling for Deep Learning-Based Parcel Classification from Satellite Time Series | Oct 15, 2021 | ClassificationCrop Classification | CodeCode Available | 1 |
| On the difficulty of learning chaotic dynamics with RNNs | Oct 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Dynamical Wasserstein Barycenters for Time-series Modeling | Oct 13, 2021 | State EstimationTime Series | CodeCode Available | 1 |
| A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids | Oct 12, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Chaos as an interpretable benchmark for forecasting and data-driven modelling | Oct 11, 2021 | BenchmarkingSymbolic Regression | CodeCode Available | 1 |
| Graph-Guided Network for Irregularly Sampled Multivariate Time Series | Oct 11, 2021 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Novel Features for Time Series Analysis: A Complex Networks Approach | Oct 11, 2021 | ClusteringTime Series | CodeCode Available | 1 |
| TCube: Domain-Agnostic Neural Time-series Narration | Oct 11, 2021 | EpidemiologyKnowledge Graphs | CodeCode Available | 1 |
| Learning Time Series Counterfactuals via Latent Space Representations | Oct 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Long Expressive Memory for Sequence Modeling | Oct 10, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Space-Time-Separable Graph Convolutional Network for Pose Forecasting | Oct 9, 2021 | Human Pose ForecastingSTS | CodeCode Available | 1 |
| Truth-Conditional Captioning of Time Series Data | Oct 5, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series | Oct 1, 2021 | Representation LearningTime Series | CodeCode Available | 1 |
| CALDA: Improving Multi-Source Time Series Domain Adaptation with Contrastive Adversarial Learning | Sep 30, 2021 | Activity RecognitionContrastive Learning | CodeCode Available | 1 |
| Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift | Sep 29, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting | Sep 29, 2021 | Decision MakingManagement | CodeCode Available | 1 |
| Second-Order Neural ODE Optimizer | Sep 29, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets | Sep 28, 2021 | ClassificationTime Series | CodeCode Available | 1 |
| Neural ODE Processes: A Short Summary | Sep 27, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Fully Spiking Variational Autoencoder | Sep 26, 2021 | Image GenerationTime Series | CodeCode Available | 1 |
| Long-Range Transformers for Dynamic Spatiotemporal Forecasting | Sep 24, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Temporal Convolutional Attention Neural Networks for Time Series Forecasting | Sep 23, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series | Sep 23, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Well Googled is Half Done: Multimodal Forecasting of New Fashion Product Sales with Image-based Google Trends | Sep 20, 2021 | New Product Sales ForecastingTime Series | CodeCode Available | 1 |
| Merlion: A Machine Learning Library for Time Series | Sep 20, 2021 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 1 |
| TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models | Sep 17, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting | Sep 15, 2021 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Instance-wise Graph-based Framework for Multivariate Time Series Forecasting | Sep 14, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Towards a Rigorous Evaluation of Time-series Anomaly Detection | Sep 11, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |