| Multivariate Human Activity Segmentation: Systematic Benchmark with ClaSP | Jan 1, 2025 | Activity RecognitionChange Point Detection | CodeCode Available | 0 |
| Augmented Contrastive Clustering with Uncertainty-Aware Prototyping for Time Series Test Time Adaptation | Jan 1, 2025 | ClusteringTest-time Adaptation | —Unverified | 0 |
| Population Aware Diffusion for Time Series Generation | Jan 1, 2025 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| Evaluating Time Series Foundation Models on Noisy Periodic Time Series | Jan 1, 2025 | Time Series | —Unverified | 0 |
| TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting | Dec 30, 2024 | RAGRetrieval | —Unverified | 0 |
| An Unsupervised Anomaly Detection in Electricity Consumption Using Reinforcement Learning and Time Series Forest Based Framework | Dec 30, 2024 | Anomaly DetectionModel Selection | —Unverified | 0 |
| AverageTime: Enhance Long-Term Time Series Forecasting with Simple Averaging | Dec 30, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning | Dec 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| Converting Time Series Data to Numeric Representations Using Alphabetic Mapping and k-mer strategy | Dec 29, 2024 | Time Series | —Unverified | 0 |
| "Generative Models for Financial Time Series Data: Enhancing Signal-to-Noise Ratio and Addressing Data Scarcity in A-Share Market | Dec 29, 2024 | Data AugmentationDenoising | —Unverified | 0 |