| Multi-Label Clinical Time-Series Generation via Conditional GAN | Apr 10, 2022 | Representation LearningTime Series | CodeCode Available | 1 |
| Few-Shot Forecasting of Time-Series with Heterogeneous Channels | Apr 7, 2022 | ClassificationTime Series | CodeCode Available | 1 |
| Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift | Apr 7, 2022 | Domain AdaptationTime Series | CodeCode Available | 1 |
| Path Development Network with Finite-dimensional Lie Group Representation | Apr 2, 2022 | Dimensionality ReductionIrregular Time Series | CodeCode Available | 1 |
| LEAD1.0: A Large-scale Annotated Dataset for Energy Anomaly Detection in Commercial Buildings | Mar 30, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Towards Spatio-Temporal Aware Traffic Time Series Forecasting--Full Version | Mar 29, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| HYDRA: Competing convolutional kernels for fast and accurate time series classification | Mar 25, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization | Mar 20, 2022 | Missing ValuesMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Learning Whole Heart Mesh Generation From Patient Images For Computational Simulations | Mar 20, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series | Mar 18, 2022 | Out-of-Distribution GeneralizationTime Series | CodeCode Available | 1 |
| Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series | Mar 17, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Euler State Networks: Non-dissipative Reservoir Computing | Mar 17, 2022 | MemorizationTime Series | CodeCode Available | 1 |
| Generalized Classification of Satellite Image Time Series with Thermal Positional Encoding | Mar 17, 2022 | Crop ClassificationTime Series | CodeCode Available | 1 |
| DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting | Mar 15, 2022 | SchedulingTime Series | CodeCode Available | 1 |
| Wasserstein Adversarial Transformer for Cloud Workload Prediction | Mar 12, 2022 | PredictionTime Series | CodeCode Available | 1 |
| A persistent-homology-based turbulence index & some applications of TDA on financial markets | Mar 10, 2022 | Time SeriesTopological Data Analysis | CodeCode Available | 1 |
| A Novel Deep Learning Model for Hotel Demand and Revenue Prediction amid COVID-19 | Mar 8, 2022 | Correlated Time Series ForecastingCOVID-19 Modelling | CodeCode Available | 1 |
| S-Rocket: Selective Random Convolution Kernels for Time Series Classification | Mar 7, 2022 | Combinatorial Optimizationregression | CodeCode Available | 1 |
| DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations | Mar 3, 2022 | Decision MakingDisentanglement | CodeCode Available | 1 |
| ES-dRNN with Dynamic Attention for Short-Term Load Forecasting | Mar 2, 2022 | Load ForecastingTime Series | CodeCode Available | 1 |
| Wearable Sensor-Based Human Activity Recognition with Transformer Model | Mar 1, 2022 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| Robust Probabilistic Time Series Forecasting | Feb 24, 2022 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Learning Fast and Slow for Online Time Series Forecasting | Feb 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting | Feb 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs | Feb 22, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
