| 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 |
| Dynamic Data Augmentation with Gating Networks for Time Series Recognition | Nov 5, 2021 | Data AugmentationTime Series | CodeCode Available | 1 |
| Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts | Nov 5, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Transferable Time-Series Forecasting under Causal Conditional Shift | Nov 5, 2021 | Domain AdaptationSemi-supervised Domain Adaptation | 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 |
| Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition | Oct 25, 2021 | Action RecognitionAction Recognition In Videos | CodeCode Available | 1 |
| Neural Flows: Efficient Alternative to Neural ODEs | Oct 25, 2021 | Computational EfficiencyDensity Estimation | 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 |
