| 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 |
