| xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition | Dec 23, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting | Dec 22, 2024 | Financial AnalysisLoad Forecasting | CodeCode Available | 2 |
| ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data | Dec 16, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Financial Fine-tuning a Large Time Series Model | Dec 13, 2024 | Image GenerationPrediction | CodeCode Available | 2 |
| Auto-Regressive Moving Diffusion Models for Time Series Forecasting | Dec 12, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting | Dec 11, 2024 | Time SeriesTime Series Forecasting | 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 |
| Quantized symbolic time series approximation | Nov 20, 2024 | Anomaly DetectionAstronomy | CodeCode Available | 2 |
| Retrieval Augmented Time Series Forecasting | Nov 12, 2024 | RAGRetrieval | CodeCode Available | 2 |
| A Survey of Financial AI: Architectures, Advances and Open Challenges | Nov 1, 2024 | Decision MakingPortfolio Optimization | CodeCode Available | 2 |
| Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting | Oct 31, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Trajectory Flow Matching with Applications to Clinical Time Series Modeling | Oct 28, 2024 | Time Series | CodeCode Available | 2 |
| PaPaGei: Open Foundation Models for Optical Physiological Signals | Oct 27, 2024 | Contrastive LearningDomain Generalization | CodeCode Available | 2 |
| Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series | Oct 25, 2024 | State Space ModelsTime Series | CodeCode Available | 2 |
| Retrieval-Augmented Diffusion Models for Time Series Forecasting | Oct 24, 2024 | DenoisingRetrieval | CodeCode Available | 2 |
| Context is Key: A Benchmark for Forecasting with Essential Textual Information | Oct 24, 2024 | Decision MakingTime Series | CodeCode Available | 2 |
| xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories | Oct 22, 2024 | Multivariate Time Series ForecastingTemporal Sequences | CodeCode Available | 2 |
| CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching | Oct 16, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition | Oct 14, 2024 | Activity RecognitionDescriptive | CodeCode Available | 2 |
| Adaptive Probabilistic ODE Solvers Without Adaptive Memory Requirements | Oct 14, 2024 | State EstimationTime Series | CodeCode Available | 2 |
| Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift | Oct 13, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting | Oct 6, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| CAnDOIT: Causal Discovery with Observational and Interventional Data from Time-Series | Oct 3, 2024 | Causal DiscoveryTime Series | CodeCode Available | 2 |
| Frequency Adaptive Normalization For Non-stationary Time Series Forecasting | Sep 30, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |