| Context is Key: A Benchmark for Forecasting with Essential Textual Information | Oct 24, 2024 | Decision MakingTime Series | CodeCode Available | 2 |
| xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories | Oct 22, 2024 | Multivariate Time Series ForecastingTemporal Sequences | CodeCode Available | 2 |
| CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching | Oct 16, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition | Oct 14, 2024 | Activity RecognitionDescriptive | CodeCode Available | 2 |
| Adaptive Probabilistic ODE Solvers Without Adaptive Memory Requirements | Oct 14, 2024 | State EstimationTime Series | CodeCode Available | 2 |
| Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift | Oct 13, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting | Oct 6, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| CAnDOIT: Causal Discovery with Observational and Interventional Data from Time-Series | Oct 3, 2024 | Causal DiscoveryTime Series | CodeCode Available | 2 |
| Frequency Adaptive Normalization For Non-stationary Time Series Forecasting | Sep 30, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
