| Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting | Oct 3, 2024 | Contrastive LearningDenoising | CodeCode Available | 0 |
| Learning K-U-Net with constant complexity: An Application to time series forecasting | Oct 3, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis | Oct 3, 2024 | Irregular Time SeriesPhenotype classification | —Unverified | 0 |
| Embedded Topic Models Enhanced by Wikification | Oct 3, 2024 | ArticlesTime Series | —Unverified | 0 |
| Repurposing Foundation Model for Generalizable Medical Time Series Classification | Oct 3, 2024 | BenchmarkingDiagnostic | —Unverified | 0 |
| Deep Koopman-layered Model with Universal Property Based on Toeplitz Matrices | Oct 3, 2024 | subspace methodsTime Series | —Unverified | 0 |
| Plots Unlock Time-Series Understanding in Multimodal Models | Oct 3, 2024 | Activity RecognitionTime Series | —Unverified | 0 |
| FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting | Oct 2, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Model Comparisons: XNet Outperforms KAN | Oct 2, 2024 | Kolmogorov-Arnold Networksmodel | —Unverified | 0 |