| PATE: Proximity-Aware Time series anomaly Evaluation | May 20, 2024 | Anomaly DetectionDecision Making | CodeCode Available | 1 |
| VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting | May 19, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly Detection | May 18, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Higher-order Spatio-temporal Physics-incorporated Graph Neural Network for Multivariate Time Series Imputation | May 16, 2024 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting | May 16, 2024 | In-Context LearningTime Series | CodeCode Available | 1 |
| TimeX++: Learning Time-Series Explanations with Information Bottleneck | May 15, 2024 | Time Series | CodeCode Available | 1 |
| Forecasting with Hyper-Trees | May 13, 2024 | Inductive BiasTime Series | CodeCode Available | 1 |
| Deep Learning for Detecting and Early Predicting Chronic Obstructive Pulmonary Disease from Spirogram Time Series | May 6, 2024 | DiagnosticTime Series | CodeCode Available | 1 |
| Position: Quo Vadis, Unsupervised Time Series Anomaly Detection? | May 4, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 1 |
| Temporal Graph ODEs for Irregularly-Sampled Time Series | Apr 30, 2024 | Graph Representation LearningRepresentation Learning | CodeCode Available | 1 |
| Cross-sensor super-resolution of irregularly sampled Sentinel-2 time series | Apr 25, 2024 | Earth ObservationImage Super-Resolution | CodeCode Available | 1 |
| DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series | Apr 17, 2024 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Nearest advocate: a novel event-based time delay estimation algorithm for multi-sensor time-series data synchronization | Apr 5, 2024 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting | Mar 26, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis | Mar 26, 2024 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| An Analysis of Linear Time Series Forecasting Models | Mar 21, 2024 | Formregression | CodeCode Available | 1 |
| Light Curve Classification with DistClassiPy: a new distance-based classifier | Mar 18, 2024 | AstronomyClassification | CodeCode Available | 1 |
| Cloud gap-filling with deep learning for improved grassland monitoring | Mar 14, 2024 | Deep LearningEvent Detection | CodeCode Available | 1 |
| Self-Supervised Learning for Time Series: Contrastive or Generative? | Mar 14, 2024 | Model OptimizationRepresentation Learning | CodeCode Available | 1 |
| Dataset Condensation for Time Series Classification via Dual Domain Matching | Mar 12, 2024 | Data AugmentationDataset Condensation | CodeCode Available | 1 |
| Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting | Mar 8, 2024 | Time Series | CodeCode Available | 1 |
| Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference | Mar 6, 2024 | Contrastive LearningTime Series | CodeCode Available | 1 |
| Conformal prediction for multi-dimensional time series by ellipsoidal sets | Mar 6, 2024 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Recency-Weighted Temporally-Segmented Ensemble for Time-Series Modeling | Mar 4, 2024 | Time Series | CodeCode Available | 1 |
| CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables | Mar 4, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
