| Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series | Oct 25, 2024 | State Space ModelsTime Series | CodeCode Available | 2 |
| LOCAL: Learning with Orientation Matrix to Infer Causal Structure from Time Series Data | Oct 25, 2024 | Causal DiscoveryComputational Efficiency | —Unverified | 0 |
| Robust Time Series Causal Discovery for Agent-Based Model Validation | Oct 25, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| PMM-Net: Single-stage Multi-agent Trajectory Prediction with Patching-based Embedding and Explicit Modal Modulation | Oct 25, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| A Comprehensive Survey of Time Series Forecasting: Architectural Diversity and Open Challenges | Oct 24, 2024 | DiversityMamba | —Unverified | 0 |
| TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version | Oct 24, 2024 | Continual LearningTime Series | CodeCode Available | 1 |
| Large Language Models for Financial Aid in Financial Time-series Forecasting | Oct 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Generation of synthetic financial time series by diffusion models | Oct 24, 2024 | DenoisingTime Series | —Unverified | 0 |
| Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification | Oct 24, 2024 | Text GenerationTime Series | —Unverified | 0 |
| TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting | Oct 24, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
