| MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification | Mar 7, 2025 | Action RecognitionEEG | CodeCode Available | 1 |
| Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMs | Mar 5, 2025 | Computational EfficiencyDescriptive | CodeCode Available | 1 |
| SeqFusion: Sequential Fusion of Pre-Trained Models for Zero-Shot Time-Series Forecasting | Mar 4, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Scalable Signature Kernel Computations for Long Time Series via Local Neumann Series Expansions | Feb 27, 2025 | GPUTime Series | CodeCode Available | 1 |
| Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning | Feb 27, 2025 | Time Series | CodeCode Available | 1 |
| Can Multimodal LLMs Perform Time Series Anomaly Detection? | Feb 25, 2025 | Anomaly DetectionIrregular Time Series | CodeCode Available | 1 |
| ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting | Feb 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data | Feb 22, 2025 | Bayesian InferenceFew-Shot Learning | CodeCode Available | 1 |
| k-Graph: A Graph Embedding for Interpretable Time Series Clustering | Feb 18, 2025 | ClusteringGraph Embedding | CodeCode Available | 1 |
| Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting | Feb 18, 2025 | DisentanglementTime Series | CodeCode Available | 1 |
| Positional Encoding in Transformer-Based Time Series Models: A Survey | Feb 17, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 1 |
| A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective | Feb 15, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting | Feb 14, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 |
| Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative | Feb 13, 2025 | ImputationTime Series | CodeCode Available | 1 |
| HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting | Feb 12, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Time2Lang: Bridging Time-Series Foundation Models and Large Language Models for Health Sensing Beyond Prompting | Feb 11, 2025 | Time Series | CodeCode Available | 1 |
| MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series | Feb 11, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification | Feb 6, 2025 | Electrocardiography (ECG)Graph Learning | CodeCode Available | 1 |
| Error-quantified Conformal Inference for Time Series | Feb 2, 2025 | PredictionTime Series | CodeCode Available | 1 |
| SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting | Jan 27, 2025 | Edge-computingTime Series | CodeCode Available | 1 |
| A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges | Jan 25, 2025 | Anomaly DetectionDiversity | CodeCode Available | 1 |
| FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts | Jan 25, 2025 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |
| VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting | Jan 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Time Series Embedding Methods for Classification Tasks: A Review | Jan 23, 2025 | Model SelectionTime Series | CodeCode Available | 1 |
| FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting | Jan 23, 2025 | DiversityMultivariate Time Series Forecasting | CodeCode Available | 1 |
