| Long-term series forecasting with Query Selector -- efficient model of sparse attention | Jul 19, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Topological Attention for Time Series Forecasting | Jul 19, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| ProfileSR-GAN: A GAN based Super-Resolution Method for Generating High-Resolution Load Profiles | Jul 18, 2021 | Generative Adversarial NetworkNon-Intrusive Load Monitoring | —Unverified | 0 |
| A Method for Estimating the Entropy of Time Series Using Artificial Neural Networks | Jul 18, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| STRODE: Stochastic Boundary Ordinary Differential Equation | Jul 17, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Online Graph Topology Learning from Matrix-valued Time Series | Jul 16, 2021 | Graph LearningTime Series | —Unverified | 0 |
| Estimating covariant Lyapunov vectors from data | Jul 16, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Neural Contextual Anomaly Detection for Time Series | Jul 16, 2021 | Anomaly DetectionContextual Anomaly Detection | CodeCode Available | 1 |
| Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks | Jul 16, 2021 | Cloud RemovalEarth Observation | CodeCode Available | 1 |
| Time Series Anomaly Detection for Smart Grids: A Survey | Jul 16, 2021 | Anomaly DetectionSurvey | —Unverified | 0 |
| Integrating LSTMs and GNNs for COVID-19 Forecasting | Jul 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Model-free prediction of emergence of extreme events in a parametrically driven nonlinear dynamical system by Deep Learning | Jul 14, 2021 | Deep LearningTime Series | —Unverified | 0 |
| On the short term stability of financial ARCH price processes | Jul 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests | Jul 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Multiplicative Error Models: 20 years on | Jul 13, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Fast-Slow Streamflow Model Using Mass-Conserving LSTM | Jul 13, 2021 | modelTime Series | —Unverified | 0 |
| Smoothed Bernstein Online Aggregation for Day-Ahead Electricity Demand Forecasting | Jul 13, 2021 | Additive modelsDemand Forecasting | —Unverified | 0 |
| Wasserstein GAN: Deep Generation applied on Bitcoins financial time series | Jul 13, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Autoregressive Models with Spectral Attention | Jul 13, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Sliding Spectrum Decomposition for Diversified Recommendation | Jul 12, 2021 | DiversityRecommendation Systems | —Unverified | 0 |
| Learning interaction rules from multi-animal trajectories via augmented behavioral models | Jul 12, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Automated Label Generation for Time Series Classification with Representation Learning: Reduction of Label Cost for Training | Jul 12, 2021 | Representation LearningTime Series | —Unverified | 0 |
| STR-GODEs: Spatial-Temporal-Ridership Graph ODEs for Metro Ridership Prediction | Jul 11, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Out-of-Distribution Dynamics Detection: RL-Relevant Benchmarks and Results | Jul 11, 2021 | Reinforcement Learning (RL)Time Series | CodeCode Available | 1 |
| Transformer-Based Behavioral Representation Learning Enables Transfer Learning for Mobile Sensing in Small Datasets | Jul 9, 2021 | Representation LearningTime Series | —Unverified | 0 |
