| U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting | Jan 4, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Representation Learning of Multivariate Time Series using Attention and Adversarial Training | Jan 3, 2024 | counterfactualDecision Making | CodeCode Available | 1 |
| Embedded feature selection in LSTM networks with multi-objective evolutionary ensemble learning for time series forecasting | Dec 29, 2023 | AttributeEnsemble Learning | CodeCode Available | 1 |
| STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction | Dec 28, 2023 | RetrievalTime Series | CodeCode Available | 1 |
| Soft Contrastive Learning for Time Series | Dec 27, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Learning to Embed Time Series Patches Independently | Dec 27, 2023 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| FCDNet: Frequency-Guided Complementary Dependency Modeling for Multivariate Time-Series Forecasting | Dec 27, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning | Dec 25, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting | Dec 22, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI | Dec 21, 2023 | Time Series | CodeCode Available | 1 |
| Gaussian process learning of nonlinear dynamics | Dec 19, 2023 | Bayesian Inferenceparameter estimation | CodeCode Available | 1 |
| When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection | Dec 19, 2023 | Anomaly DetectionTest-time Adaptation | CodeCode Available | 1 |
| Time-Transformer: Integrating Local and Global Features for Better Time Series Generation | Dec 18, 2023 | Data AugmentationDecoder | CodeCode Available | 1 |
| Volume-Preserving Transformers for Learning Time Series Data with Structure | Dec 18, 2023 | Time Series | CodeCode Available | 1 |
| Label-Free Multivariate Time Series Anomaly Detection | Dec 17, 2023 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series | Dec 17, 2023 | Time SeriesTime Series Classification | CodeCode Available | 1 |
| Amortized Reparametrization: Efficient and Scalable Variational Inference for Latent SDEs | Dec 16, 2023 | Time SeriesVariational Inference | CodeCode Available | 1 |
| Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark | Dec 15, 2023 | Activity RecognitionDomain Adaptation | CodeCode Available | 1 |
| Entropy Causal Graphs for Multivariate Time Series Anomaly Detection | Dec 15, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| TSRNet: Simple Framework for Real-time ECG Anomaly Detection with Multimodal Time and Spectrogram Restoration Network | Dec 15, 2023 | Anomaly DetectionRhythm | CodeCode Available | 1 |
| Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting | Dec 14, 2023 | ManagementRepresentation Learning | CodeCode Available | 1 |
| auto-sktime: Automated Time Series Forecasting | Dec 13, 2023 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| Multimodal Pretraining of Medical Time Series and Notes | Dec 11, 2023 | Mortality PredictionSelf-Supervised Learning | CodeCode Available | 1 |
| Mixture-of-Linear-Experts for Long-term Time Series Forecasting | Dec 11, 2023 | Mixture-of-ExpertsTime Series | CodeCode Available | 1 |
| SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation | Dec 10, 2023 | Data AugmentationTime Series | CodeCode Available | 1 |
