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| Multivariate de Bruijn Graphs: A Symbolic Graph Framework for Time Series Forecasting | May 28, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| IMTS is Worth Time Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction | May 28, 2025 | Missing ValuesSelf-Supervised Learning | CodeCode Available | 1 |
| TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state | May 27, 2025 | MambaTime Series | CodeCode Available | 2 |
| Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series | May 27, 2025 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Time-Series Learning for Proactive Fault Prediction in Distributed Systems with Deep Neural Structures | May 27, 2025 | Fault DetectionPrediction | —Unverified | 0 |
| Learning with Expected Signatures: Theory and Applications | May 26, 2025 | Time Series | —Unverified | 0 |
| Are Time-Series Foundation Models Deployment-Ready? A Systematic Study of Adversarial Robustness Across Domains | May 26, 2025 | Adversarial RobustnessData Poisoning | —Unverified | 0 |
| Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks | May 26, 2025 | BenchmarkingDecision Making Under Uncertainty | CodeCode Available | 0 |
| CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations | May 25, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
