| Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification | Feb 21, 2025 | Contrastive LearningTime Series | CodeCode Available | 2 |
| Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation | Feb 21, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TS-OOD: Evaluating Time-Series Out-of-Distribution Detection and Prospective Directions for Progress | Feb 21, 2025 | Out-of-Distribution DetectionTime Series | —Unverified | 0 |
| Spatiotemporal Forecasting in Climate Data Using EOFs and Machine Learning Models: A Case Study in Chile | Feb 21, 2025 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| CoRe: Coherency Regularization for Hierarchical Time Series | Feb 21, 2025 | Missing ValuesTime Series | —Unverified | 0 |
| A Supervised Screening and Regularized Factor-Based Method for Time Series Forecasting | Feb 21, 2025 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Causal Modeling of fMRI Time-series for Interpretable Autism Spectrum Disorder Classification | Feb 21, 2025 | Time Series | —Unverified | 0 |
| TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation | Feb 20, 2025 | Data AugmentationKnowledge Distillation | —Unverified | 0 |
| Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting | Feb 20, 2025 | AllSelf-Supervised Learning | —Unverified | 0 |
| Efficient Inverse Multiagent Learning | Feb 20, 2025 | Time Series | —Unverified | 0 |
| Rumor Detection by Multi-task Suffix Learning based on Time-series Dual Sentiments | Feb 20, 2025 | Sentiment AnalysisTime Series | —Unverified | 0 |
| dtaianomaly: A Python library for time series anomaly detection | Feb 20, 2025 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Stock Price Prediction Using a Hybrid LSTM-GNN Model: Integrating Time-Series and Graph-Based Analysis | Feb 19, 2025 | Financial AnalysisStock Price Prediction | —Unverified | 0 |
| Position: There are no Champions in Long-Term Time Series Forecasting | Feb 19, 2025 | BenchmarkingPosition | —Unverified | 0 |
| Learning Novel Transformer Architecture for Time-series Forecasting | Feb 19, 2025 | Neural Architecture SearchTime Series | —Unverified | 0 |
| Adapting Large Language Models for Time Series Modeling via a Novel Parameter-efficient Adaptation Method | Feb 19, 2025 | Time Series | —Unverified | 0 |
| Unlocking Multimodal Integration in EHRs: A Prompt Learning Framework for Language and Time Series Fusion | Feb 19, 2025 | Anomaly DetectionPrompt Learning | —Unverified | 0 |
| An LLM-Powered Agent for Physiological Data Analysis: A Case Study on PPG-based Heart Rate Estimation | Feb 18, 2025 | Heart rate estimationTime Series | —Unverified | 0 |
| Masking the Gaps: An Imputation-Free Approach to Time Series Modeling with Missing Data | Feb 18, 2025 | ImputationMissing Values | —Unverified | 0 |
| k-Graph: A Graph Embedding for Interpretable Time Series Clustering | Feb 18, 2025 | ClusteringGraph Embedding | CodeCode Available | 1 |
| VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly Detection | Feb 18, 2025 | Anomaly DetectionInformation Retrieval | CodeCode Available | 2 |
| Lightweight Online Adaption for Time Series Foundation Model Forecasts | Feb 18, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Performance of Zero-Shot Time Series Foundation Models on Cloud Data | Feb 18, 2025 | Time Series | CodeCode Available | 0 |
| Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting | Feb 18, 2025 | DisentanglementTime Series | CodeCode Available | 1 |
| Time Series Treatment Effects Analysis with Always-Missing Controls | Feb 18, 2025 | Causal InferenceTime Series | —Unverified | 0 |