| Hybridizing Traditional and Next-Generation Reservoir Computing to Accurately and Efficiently Forecast Dynamical Systems | Mar 4, 2024 | Computational EfficiencyTime Series | CodeCode Available | 0 |
| A Data-Driven Two-Phase Multi-Split Causal Ensemble Model for Time Series | Mar 4, 2024 | Causal InferenceTime Series | —Unverified | 0 |
| Day-ahead regional solar power forecasting with hierarchical temporal convolutional neural networks using historical power generation and weather data | Mar 4, 2024 | Time Series | —Unverified | 0 |
| Soft-constrained Schrodinger Bridge: a Stochastic Control Approach | Mar 4, 2024 | Time Series | —Unverified | 0 |
| Towards efficient deep autoencoders for multivariate time series anomaly detection | Mar 4, 2024 | Anomaly DetectionModel Compression | —Unverified | 0 |
| Diffusion-TS: Interpretable Diffusion for General Time Series Generation | Mar 4, 2024 | Audio SynthesisDecoder | CodeCode Available | 3 |
| Transformer for Times Series: an Application to the S&P500 | Mar 4, 2024 | Image GenerationTime Series | —Unverified | 0 |
| Recency-Weighted Temporally-Segmented Ensemble for Time-Series Modeling | Mar 4, 2024 | Time Series | CodeCode Available | 1 |
| CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables | Mar 4, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series | Mar 4, 2024 | Anomaly DetectionDynamic Time Warping | —Unverified | 0 |
| Hybrid Quantum Neural Network Advantage for Radar-Based Drone Detection and Classification in Low Signal-to-Noise Ratio | Mar 4, 2024 | Time Series | CodeCode Available | 0 |
| Towards Foundation Time Series Model: To Synthesize Or Not To Synthesize? | Mar 4, 2024 | Time Series | CodeCode Available | 0 |
| Analysis and Fully Memristor-based Reservoir Computing for Temporal Data Classification | Mar 4, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis | Mar 3, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Library of Mirrors: Deep Neural Nets in Low Dimensions are Convex Lasso Models with Reflection Features | Mar 2, 2024 | Time Series | —Unverified | 0 |
| Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data | Mar 2, 2024 | Prompt EngineeringTime Series | —Unverified | 0 |
| Predicting UAV Type: An Exploration of Sampling and Data Augmentation for Time Series Classification | Mar 1, 2024 | Data AugmentationTime Series | —Unverified | 0 |
| Equipment Health Assessment: Time Series Analysis for Wind Turbine Performance | Mar 1, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling | Mar 1, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Impacts of electric carsharing on a power sector with variable renewables | Feb 29, 2024 | Time Series | CodeCode Available | 0 |
| UniTS: A Unified Multi-Task Time Series Model | Feb 29, 2024 | Anomaly DetectionImputation | CodeCode Available | 4 |
| TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables | Feb 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 7 |
| A Scalable and Transferable Time Series Prediction Framework for Demand Forecasting | Feb 29, 2024 | Demand ForecastingTime Series | —Unverified | 0 |
| Negative-Binomial Randomized Gamma Markov Processes for Heterogeneous Overdispersed Count Time Series | Feb 29, 2024 | ImputationTime Series | —Unverified | 0 |
| StiefelGen: A Simple, Model Agnostic Approach for Time Series Data Augmentation over Riemannian Manifolds | Feb 29, 2024 | Data AugmentationTime Series | —Unverified | 0 |