| Financial Fine-tuning a Large Time Series Model | Dec 13, 2024 | Image GenerationPrediction | CodeCode Available | 2 | 5 |
| Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting | May 28, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 | 5 |
| A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting | Jun 4, 2024 | DecoderKolmogorov-Arnold Networks | CodeCode Available | 2 | 5 |
| PaPaGei: Open Foundation Models for Optical Physiological Signals | Oct 27, 2024 | Contrastive LearningDomain Generalization | CodeCode Available | 2 | 5 |
| Patch-wise Structural Loss for Time Series Forecasting | Mar 2, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 2 | 5 |
| FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting | Jan 30, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 | 5 |
| Fin-GAN: forecasting and classifying financial time series via generative adversarial networks | Jan 31, 2024 | Generative Adversarial NetworkProbabilistic Time Series Forecasting | CodeCode Available | 2 | 5 |
| CausalFormer: An Interpretable Transformer for Temporal Causal Discovery | Jun 24, 2024 | Causal DiscoveryTime Series | CodeCode Available | 2 | 5 |
| Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting | Jun 18, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 | 5 |
| PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting | Aug 20, 2024 | Multivariate Time Series ForecastingTemporal Sequences | CodeCode Available | 2 | 5 |
| Probabilistic Time Series Forecasting with Implicit Quantile Networks | Jul 8, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 | 5 |
| ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons | Oct 11, 2023 | BenchmarkingPosition | CodeCode Available | 2 | 5 |
| PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time Series | May 30, 2023 | Anomaly DetectionClassification | CodeCode Available | 2 | 5 |
| Quantized symbolic time series approximation | Nov 20, 2024 | Anomaly DetectionAstronomy | CodeCode Available | 2 | 5 |
| A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection | Jul 7, 2023 | Anomaly DetectionImputation | CodeCode Available | 2 | 5 |
| ETSformer: Exponential Smoothing Transformers for Time-series Forecasting | Feb 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 | 5 |
| End-to-End Modeling Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow based Reconciliation | Dec 28, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 | 5 |
| Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling | Feb 20, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 | 5 |
| A Survey on Time-Series Pre-Trained Models | May 18, 2023 | SurveyTime Series | CodeCode Available | 2 | 5 |
| Salesforce CausalAI Library: A Fast and Scalable Framework for Causal Analysis of Time Series and Tabular Data | Jan 25, 2023 | Causal DiscoveryCausal Inference | CodeCode Available | 2 | 5 |
| Satellite Image Time Series Semantic Change Detection: Novel Architecture and Analysis of Domain Shift | Jul 10, 2024 | Change DetectionDisaster Response | CodeCode Available | 2 | 5 |
| Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting | Jun 6, 2024 | Computational EfficiencyData Integration | CodeCode Available | 2 | 5 |
| Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting | Jun 29, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 2 | 5 |
| European Space Agency Benchmark for Anomaly Detection in Satellite Telemetry | Jun 25, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 | 5 |
| A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model | May 3, 2024 | Decision MakingFew-Shot Learning | CodeCode Available | 2 | 5 |
