| Causal Discovery from Subsampled Time Series with Proxy Variables | May 9, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 1 |
| AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme | May 8, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting | May 5, 2023 | Meta-LearningTime Series | CodeCode Available | 1 |
| Discovering Communication Pattern Shifts in Large-Scale Labeled Networks using Encoder Embedding and Vertex Dynamics | May 3, 2023 | Time Series | CodeCode Available | 1 |
| Revisiting the Encoding of Satellite Image Time Series | May 3, 2023 | Image Segmentationobject-detection | CodeCode Available | 1 |
| Inferring the past: a combined CNN-LSTM deep learning framework to fuse satellites for historical inundation mapping | May 1, 2023 | ManagementTime Series | CodeCode Available | 1 |
| DuETT: Dual Event Time Transformer for Electronic Health Records | Apr 25, 2023 | Time Series | CodeCode Available | 1 |
| TSGCNeXt: Dynamic-Static Multi-Graph Convolution for Efficient Skeleton-Based Action Recognition with Long-term Learning Potential | Apr 23, 2023 | Action RecognitionGraph Learning | CodeCode Available | 1 |
| Automatically identifying ordinary differential equations from data | Apr 21, 2023 | Denoisingregression | CodeCode Available | 1 |
| Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series | Apr 12, 2023 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification | Apr 11, 2023 | ClassificationDeep Learning | CodeCode Available | 1 |
| UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series | Apr 11, 2023 | Cloud RemovalImage Reconstruction | CodeCode Available | 1 |
| The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting | Apr 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Time-space-frequency feature Fusion for 3-channel motor imagery classification | Apr 4, 2023 | EEGEeg Decoding | CodeCode Available | 1 |
| Handling Concept Drift in Global Time Series Forecasting | Apr 4, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| OneShotSTL: One-Shot Seasonal-Trend Decomposition For Online Time Series Anomaly Detection And Forecasting | Apr 4, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Simple Contrastive Representation Learning for Time Series Forecasting | Mar 31, 2023 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Neglected Free Lunch -- Learning Image Classifiers Using Annotation Byproducts | Mar 30, 2023 | Time Series | CodeCode Available | 1 |
| Inferring networks from time series: a neural approach | Mar 30, 2023 | parameter estimationregression | CodeCode Available | 1 |
| Multi-modal learning for geospatial vegetation forecasting | Mar 28, 2023 | HumanitarianTime Series | CodeCode Available | 1 |
| Time Series Segmentation Applied to a New Data Set for Mobile Sensing of Human Activities | Mar 28, 2023 | Activity RecognitionChange Point Detection | CodeCode Available | 1 |
| UniTS: A Universal Time Series Analysis Framework Powered by Self-Supervised Representation Learning | Mar 24, 2023 | Representation LearningTime Series | CodeCode Available | 1 |
| Towards Diverse and Coherent Augmentation for Time-Series Forecasting | Mar 24, 2023 | Data AugmentationDiversity | CodeCode Available | 1 |
| Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach | Mar 22, 2023 | Earth ObservationSegmentation | CodeCode Available | 1 |
| TSI-GAN: Unsupervised Time Series Anomaly Detection using Convolutional Cycle-Consistent Generative Adversarial Networks | Mar 22, 2023 | Anomaly DetectionAutonomous Driving | CodeCode Available | 1 |
| Conformal Prediction for Time Series with Modern Hopfield Networks | Mar 22, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Time Series Contrastive Learning with Information-Aware Augmentations | Mar 21, 2023 | Contrastive LearningOpen-Ended Question Answering | CodeCode Available | 1 |
| Graph Neural Rough Differential Equations for Traffic Forecasting | Mar 20, 2023 | Time SeriesTraffic Prediction | CodeCode Available | 1 |
| Deep Declarative Dynamic Time Warping for End-to-End Learning of Alignment Paths | Mar 19, 2023 | Dynamic Time WarpingInformation Retrieval | CodeCode Available | 1 |
| Discovering Predictable Latent Factors for Time Series Forecasting | Mar 18, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Effectively Modeling Time Series with Simple Discrete State Spaces | Mar 16, 2023 | State Space ModelsTime Series | CodeCode Available | 1 |
| Knowledge and topology: A two layer spatially dependent graph neural networks to identify urban functions with time-series street view image | Mar 16, 2023 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| The Tiny Time-series Transformer: Low-latency High-throughput Classification of Astronomical Transients using Deep Model Compression | Mar 15, 2023 | AstronomyModel Compression | CodeCode Available | 1 |
| Spacecraft Anomaly Detection with Attention Temporal Convolution Network | Mar 13, 2023 | Anomaly DetectionGraph Attention | CodeCode Available | 1 |
| TSMixer: An All-MLP Architecture for Time Series Forecasting | Mar 10, 2023 | AllDeep Learning | CodeCode Available | 1 |
| Vector Quantized Time Series Generation with a Bidirectional Prior Model | Mar 8, 2023 | Image GenerationQuantization | CodeCode Available | 1 |
| Synthetic ECG Signal Generation using Probabilistic Diffusion Models | Mar 4, 2023 | DenoisingTime Series | CodeCode Available | 1 |
| Time Series as Images: Vision Transformer for Irregularly Sampled Time Series | Mar 1, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders | Mar 1, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Synthetic Texas Power System with Time-Series Weather-Dependent Spatiotemporal Profiles | Feb 26, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version | Feb 24, 2023 | ClassificationDecision Making | CodeCode Available | 1 |
| Forecasting Workload in Cloud Computing: Towards Uncertainty-Aware Predictions and Transfer Learning | Feb 24, 2023 | Cloud ComputingDecision Making | CodeCode Available | 1 |
| Set Features for Fine-grained Anomaly Detection | Feb 23, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| LightCTS: A Lightweight Framework for Correlated Time Series Forecasting | Feb 23, 2023 | Computational EfficiencyCorrelated Time Series Forecasting | CodeCode Available | 1 |
| Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting | Feb 22, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Spatio-Temporal Momentum: Jointly Learning Time-Series and Cross-Sectional Strategies | Feb 20, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Exploring the Advantages of Transformers for High-Frequency Trading | Feb 20, 2023 | DecoderPosition | CodeCode Available | 1 |
| FrAug: Frequency Domain Augmentation for Time Series Forecasting | Feb 18, 2023 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data | Feb 17, 2023 | Anomaly DetectionDiagnostic | CodeCode Available | 1 |
| Forecasting with Deep Learning | Feb 17, 2023 | Deep LearningTime Series | CodeCode Available | 1 |