| Pushing the Limits of Pre-training for Time Series Forecasting in the CloudOps Domain | Oct 8, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| T-Rep: Representation Learning for Time Series using Time-Embeddings | Oct 6, 2023 | Anomaly DetectionRepresentation Learning | CodeCode Available | 1 |
| Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs | Oct 4, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery | Oct 3, 2023 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Non-Exchangeable Conformal Risk Control | Oct 2, 2023 | Conformal PredictionTime Series | CodeCode Available | 1 |
| TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series | Oct 2, 2023 | Time SeriesTime Series Prediction | CodeCode Available | 1 |
| Unravel Anomalies: An End-to-end Seasonal-Trend Decomposition Approach for Time Series Anomaly Detection | Sep 30, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Mixup Your Own Pairs | Sep 28, 2023 | Contrastive Learningregression | CodeCode Available | 1 |
| Unified Long-Term Time-Series Forecasting Benchmark | Sep 27, 2023 | BenchmarkingTime Series | CodeCode Available | 1 |
| MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation | Sep 25, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels | Sep 25, 2023 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 |
| NetDiffus: Network Traffic Generation by Diffusion Models through Time-Series Imaging | Sep 23, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning | Sep 23, 2023 | Activity RecognitionContrastive Learning | CodeCode Available | 1 |
| OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling | Sep 22, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Parallelizing non-linear sequential models over the sequence length | Sep 21, 2023 | GPUTime Series | CodeCode Available | 1 |
| Transformers versus LSTMs for electronic trading | Sep 20, 2023 | PredictionTime Series | CodeCode Available | 1 |
| WFTNet: Exploiting Global and Local Periodicity in Long-term Time Series Forecasting | Sep 20, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Human Activity Segmentation Challenge @ ECML/PKDD’23 | Sep 18, 2023 | Activity RecognitionChange Point Detection | CodeCode Available | 1 |
| Masked Generative Modeling with Enhanced Sampling Scheme | Sep 14, 2023 | DiversityTime Series | CodeCode Available | 1 |
| Market-GAN: Adding Control to Financial Market Data Generation with Semantic Context | Sep 14, 2023 | Stock Market Predictiontext-guided-generation | CodeCode Available | 1 |
| Deep Attentive Time Warping | Sep 13, 2023 | Dynamic Time WarpingMetric Learning | CodeCode Available | 1 |
| EarthPT: a time series foundation model for Earth Observation | Sep 13, 2023 | Earth ObservationTime Series | CodeCode Available | 1 |
| Graph-Aware Contrasting for Multivariate Time-Series Classification | Sep 11, 2023 | ClassificationContrastive Learning | CodeCode Available | 1 |
| Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data | Sep 11, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| TSGBench: Time Series Generation Benchmark | Sep 7, 2023 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
