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| Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting | Mar 31, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting | Mar 22, 2025 | DecoderMultivariate Time Series Forecasting | —Unverified | 0 |
| MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting | Mar 11, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting | Feb 27, 2025 | Multivariate Time Series ForecastingPosition | —Unverified | 0 |
| A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction | Feb 25, 2025 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning | Feb 21, 2025 | Contrastive LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting | Feb 17, 2025 | Computational EfficiencyMissing Values | —Unverified | 0 |
| Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs | Feb 11, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via | Jan 14, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | —Unverified | 0 |
