| TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting | 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 |
| TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series | Oct 2, 2023 | Time SeriesTime Series Prediction | CodeCode Available | 1 |
| Non-Exchangeable Conformal Risk Control | Oct 2, 2023 | Conformal PredictionTime Series | 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 |
| Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels | Sep 25, 2023 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 |
| MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation | Sep 25, 2023 | Multivariate Time Series ForecastingTime Series | 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 |
| Market-GAN: Adding Control to Financial Market Data Generation with Semantic Context | Sep 14, 2023 | Stock Market Predictiontext-guided-generation | CodeCode Available | 1 |
| Masked Generative Modeling with Enhanced Sampling Scheme | Sep 14, 2023 | DiversityTime Series | CodeCode Available | 1 |
| EarthPT: a time series foundation model for Earth Observation | Sep 13, 2023 | Earth ObservationTime Series | CodeCode Available | 1 |
| Deep Attentive Time Warping | Sep 13, 2023 | Dynamic Time WarpingMetric Learning | CodeCode Available | 1 |
| Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data | Sep 11, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Graph-Aware Contrasting for Multivariate Time-Series Classification | Sep 11, 2023 | ClassificationContrastive Learning | CodeCode Available | 1 |
| TSGBench: Time Series Generation Benchmark | Sep 7, 2023 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| MA-VAE: Multi-head Attention-based Variational Autoencoder Approach for Anomaly Detection in Multivariate Time-series Applied to Automotive Endurance Powertrain Testing | Sep 5, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network | Aug 31, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decomposition | Aug 28, 2023 | Computational EfficiencyGaussian Processes | CodeCode Available | 1 |
| TFDNet: Time-Frequency Enhanced Decomposed Network for Long-term Time Series Forecasting | Aug 25, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Match-And-Deform: Time Series Domain Adaptation through Optimal Transport and Temporal Alignment | Aug 24, 2023 | Domain AdaptationDynamic Time Warping | CodeCode Available | 1 |
| Multi-scale Transformer Pyramid Networks for Multivariate Time Series Forecasting | Aug 23, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| DiffCharge: Generating EV Charging Scenarios via a Denoising Diffusion Model | Aug 18, 2023 | DenoisingManagement | CodeCode Available | 1 |
| CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection | Aug 18, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters | Aug 16, 2023 | ChatbotMultivariate Time Series Forecasting | CodeCode Available | 1 |
| TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series | Aug 16, 2023 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Transformer | Aug 9, 2023 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| SSL-SoilNet: A Hybrid Transformer-based Framework with Self-Supervised Learning for Large-scale Soil Organic Carbon Prediction | Aug 7, 2023 | AttributeContrastive Learning | CodeCode Available | 1 |
| Unsupervised Representation Learning for Time Series: A Review | Aug 3, 2023 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| QUANT: A Minimalist Interval Method for Time Series Classification | Aug 2, 2023 | ClassificationCPU | CodeCode Available | 1 |
| Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach | Aug 2, 2023 | Anomaly DetectionDeep Learning | CodeCode Available | 1 |
| CroSSL: Cross-modal Self-Supervised Learning for Time-series through Latent Masking | Jul 31, 2023 | Contrastive LearningNovel Concepts | CodeCode Available | 1 |
| Hypertension Detection From High-Dimensional Representation of Photoplethysmogram Signals | Jul 31, 2023 | Blood pressure estimationHypertension detection | CodeCode Available | 1 |
| Conformal PID Control for Time Series Prediction | Jul 31, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 |
| TimeGNN: Temporal Dynamic Graph Learning for Time Series Forecasting | Jul 27, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Network Traffic Classification based on Single Flow Time Series Analysis | Jul 25, 2023 | ClassificationTime Series | CodeCode Available | 1 |
| Extending Path-Dependent NJ-ODEs to Noisy Observations and a Dependent Observation Framework | Jul 24, 2023 | Time Series | CodeCode Available | 1 |
| TransFusion: Generating Long, High Fidelity Time Series using Diffusion Models with Transformers | Jul 24, 2023 | Time Series | CodeCode Available | 1 |
| Character Time-series Matching For Robust License Plate Recognition | Jul 21, 2023 | GPULicense Plate Detection | CodeCode Available | 1 |
| TimeTuner: Diagnosing Time Representations for Time-Series Forecasting with Counterfactual Explanations | Jul 19, 2023 | counterfactualFeature Engineering | CodeCode Available | 1 |
| GBT: Two-stage transformer framework for non-stationary time series forecasting | Jul 17, 2023 | Decoderregression | CodeCode Available | 1 |