| MTBench: A Multimodal Time Series Benchmark for Temporal Reasoning and Question Answering | Mar 21, 2025 | Question AnsweringTime Series | CodeCode Available | 1 |
| Inferring Event Descriptions from Time Series with Language Models | Mar 18, 2025 | Time Series | CodeCode Available | 1 |
| Integrating Dynamical Systems Modeling with Spatiotemporal scRNA-seq Data Analysis | Mar 14, 2025 | Time Series | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| BlackGoose Rimer: Harnessing RWKV-7 as a Simple yet Superior Replacement for Transformers in Large-Scale Time Series Modeling | Mar 8, 2025 | Meta-LearningTime Series | CodeCode Available | 1 |
| 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 |