| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection | Sep 26, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Harnessing Vision Models for Time Series Analysis: A Survey | Feb 13, 2025 | SurveyTime Series | CodeCode Available | 2 |
| Chimp: Efficient Lossless Floating Point Compression for Time Series Databases | Jul 1, 2022 | AstronomyTime Series | CodeCode Available | 2 |
| FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting | Feb 26, 2025 | Model SelectionTime Series | CodeCode Available | 2 |
| T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models | May 5, 2025 | Time SeriesTime Series Generation | CodeCode Available | 2 |
| TAB: Unified Benchmarking of Time Series Anomaly Detection Methods | Jun 22, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 2 |
| Fin-GAN: forecasting and classifying financial time series via generative adversarial networks | Jan 31, 2024 | Generative Adversarial NetworkProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning | Mar 12, 2024 | Knowledge DistillationMultivariate Time Series Forecasting | CodeCode Available | 2 |
| FITS: Modeling Time Series with 10k Parameters | Jul 6, 2023 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt | Mar 22, 2024 | Data AugmentationTime Series | CodeCode Available | 2 |
| Financial Fine-tuning a Large Time Series Model | Dec 13, 2024 | Image GenerationPrediction | CodeCode Available | 2 |
| Flowformer: Linearizing Transformers with Conservation Flows | Feb 13, 2022 | D4RLOffline RL | CodeCode Available | 2 |
| Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation | Dec 5, 2024 | Semantic SegmentationTime Series | CodeCode Available | 2 |
| FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting | Jan 30, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| ETSformer: Exponential Smoothing Transformers for Time-series Forecasting | Feb 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| An End-to-End Structure with Novel Position Mechanism and Improved EMD for Stock Forecasting | Mar 25, 2024 | PositionTime Series | CodeCode Available | 2 |
| European Space Agency Benchmark for Anomaly Detection in Satellite Telemetry | Jun 25, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Conformal prediction interval for dynamic time-series | Oct 18, 2020 | Conformal PredictionEnsemble Learning | CodeCode Available | 2 |
| Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies | Oct 16, 2023 | Few-Shot LearningTime Series | CodeCode Available | 2 |
| Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting | May 17, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation | May 4, 2025 | Knowledge DistillationMultivariate Time Series Forecasting | CodeCode Available | 2 |
| ECG-Image-Database: A Dataset of ECG Images with Real-World Imaging and Scanning Artifacts; A Foundation for Computerized ECG Image Digitization and Analysis | Sep 25, 2024 | ECG DigitizationTime Series | CodeCode Available | 2 |
| Efficient and Effective Time-Series Forecasting with Spiking Neural Networks | Feb 2, 2024 | Model SelectionTime Series | CodeCode Available | 2 |
| Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models | Aug 19, 2022 | ImputationMissing Values | CodeCode Available | 2 |