| Chimp: Efficient Lossless Floating Point Compression for Time Series Databases | Jul 1, 2022 | AstronomyTime Series | CodeCode Available | 2 |
| Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting | Jun 18, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency | Jun 17, 2022 | Activity RecognitionDomain Adaptation | CodeCode Available | 2 |
| Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting | May 28, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| Satellite Image Time Series Analysis for Big Earth Observation Data | Apr 24, 2022 | BIG-bench Machine LearningCloud Computing | CodeCode Available | 2 |
| Attention-based CNN-LSTM and XGBoost hybrid model for stock prediction | Apr 6, 2022 | PredictionStock Prediction | CodeCode Available | 2 |
| ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data | Mar 15, 2022 | BenchmarkingDomain Adaptation | CodeCode Available | 2 |
| Flowformer: Linearizing Transformers with Conservation Flows | Feb 13, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network | Feb 6, 2022 | Data AugmentationDimensionality Reduction | CodeCode Available | 2 |
| ETSformer: Exponential Smoothing Transformers for Time-series Forecasting | Feb 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
