| RWKV-TS: Beyond Traditional Recurrent Neural Network for Time Series Tasks | Jan 17, 2024 | Computational EfficiencyTime Series | CodeCode Available | 2 |
| MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting | Jan 17, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Conditional Information Bottleneck Approach for Time Series Imputation | Jan 16, 2024 | ImputationTime Series | —Unverified | 0 |
| ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis | Jan 16, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 3 |
| PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies | Jan 16, 2024 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| Explaining Time Series via Contrastive and Locally Sparse Perturbations | Jan 16, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| Multifractal organization of EEG signals in Multiple Sclerosis | Jan 16, 2024 | EEGTime Series | —Unverified | 0 |
| Deep Learning-based Group Causal Inference in Multivariate Time-series | Jan 16, 2024 | Causal InferenceDeep Learning | CodeCode Available | 0 |
| SpecSTG: A Fast Spectral Diffusion Framework for Probabilistic Spatio-Temporal Traffic Forecasting | Jan 16, 2024 | Time Series | —Unverified | 0 |
| MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process Download PDF | Jan 15, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 |
| Remaining Useful Life Prediction for Aircraft Engines using LSTM | Jan 15, 2024 | PredictionTemporal Sequences | CodeCode Available | 1 |
| Discovery of Generalizable TBI Phenotypes Using Multivariate Time-Series Clustering | Jan 15, 2024 | ClusteringClustering Multivariate Time Series | —Unverified | 0 |
| Window Stacking Meta-Models for Clinical EEG Classification | Jan 14, 2024 | ClassificationEEG | CodeCode Available | 0 |
| Use of Prior Knowledge to Discover Causal Additive Models with Unobserved Variables and its Application to Time Series Data | Jan 14, 2024 | Additive modelsCausal Discovery | —Unverified | 0 |
| Imputation with Inter-Series Information from Prototypes for Irregular Sampled Time Series | Jan 14, 2024 | ImputationMemorization | CodeCode Available | 0 |
| A Physics-informed machine learning model for time-dependent wave runup prediction | Jan 12, 2024 | Computational EfficiencyGenerative Adversarial Network | —Unverified | 0 |
| BioDiffusion: A Versatile Diffusion Model for Biomedical Signal Synthesis | Jan 12, 2024 | Time Series | CodeCode Available | 1 |
| Multicriteria decision support employing adaptive prediction in a tensor-based feature representation | Jan 12, 2024 | Decision MakingPrediction | CodeCode Available | 0 |
| Domain Adaptation for Time series Transformers using One-step fine-tuning | Jan 12, 2024 | Domain AdaptationTime Series | —Unverified | 0 |
| Time Series Forecasting of HIV/AIDS in the Philippines Using Deep Learning: Does COVID-19 Epidemic Matter? | Jan 11, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing Values | Jan 11, 2024 | Anomaly DetectionMissing Values | CodeCode Available | 0 |
| Covariance Function Estimation for High-Dimensional Functional Time Series with Dual Factor Structures | Jan 11, 2024 | Time Series | —Unverified | 0 |
| MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly Detection | Jan 10, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Transportation Marketplace Rate Forecast Using Signature Transform | Jan 10, 2024 | Time Series | —Unverified | 0 |
| HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting | Jan 10, 2024 | DecoderDemand Forecasting | —Unverified | 0 |