| Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels | Jan 21, 2025 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset | Jan 16, 2025 | HallucinationSentence | CodeCode Available | 1 |
| Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation | Jan 9, 2025 | Test-time AdaptationTime Series | CodeCode Available | 1 |
| Population Aware Diffusion for Time Series Generation | Jan 1, 2025 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning | Dec 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Neural Conformal Control for Time Series Forecasting | Dec 24, 2024 | Conformal PredictionFew-Shot Learning | CodeCode Available | 1 |
| Learned Compression of Nonlinear Time Series With Random Access | Dec 20, 2024 | Time Series | CodeCode Available | 1 |
| Using matrix-product states for time-series machine learning | Dec 20, 2024 | AstronomyImputation | CodeCode Available | 1 |
| TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis | Dec 17, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| TS-SatFire: A Multi-Task Satellite Image Time-Series Dataset for Wildfire Detection and Prediction | Dec 16, 2024 | Earth ObservationFire Detection | CodeCode Available | 1 |
| Toward Foundation Model for Multivariate Wearable Sensing of Physiological Signals | Dec 12, 2024 | EEGTime Series | CodeCode Available | 1 |
| Federated Foundation Models on Heterogeneous Time Series | Dec 12, 2024 | Anomaly DetectionFederated Learning | CodeCode Available | 1 |
| Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting | Dec 11, 2024 | Adversarial AttackTime Series | CodeCode Available | 1 |
| PowerMamba: A Deep State Space Model and Comprehensive Benchmark for Time Series Prediction in Electric Power Systems | Dec 9, 2024 | BenchmarkingPrediction | CodeCode Available | 1 |
| WinTSR: A Windowed Temporal Saliency Rescaling Method for Interpreting Time Series Deep Learning Models | Dec 5, 2024 | Feature ImportanceTime Series | CodeCode Available | 1 |
| CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events | Dec 3, 2024 | ArticlesCausal Inference | CodeCode Available | 1 |
| F-SE-LSTM: A Time Series Anomaly Detection Method with Frequency Domain Information | Dec 3, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| How Much Can Time-related Features Enhance Time Series Forecasting? | Dec 2, 2024 | Computational EfficiencyTime Series | CodeCode Available | 1 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data | Nov 27, 2024 | Activity RecognitionContrastive Learning | CodeCode Available | 1 |
| Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | Nov 26, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial Time Series | Nov 25, 2024 | Time Series | CodeCode Available | 1 |
| TableTime: Reformulating Time Series Classification as Zero-Shot Table Understanding via Large Language Models | Nov 24, 2024 | Problem DecompositionTime Series | CodeCode Available | 1 |
| TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection | Nov 18, 2024 | Anomaly DetectionLarge Language Model | CodeCode Available | 1 |
| FM-TS: Flow Matching for Time Series Generation | Nov 12, 2024 | BenchmarkingImputation | CodeCode Available | 1 |
