| 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 |
| Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing Values | Jan 11, 2024 | Anomaly DetectionMissing Values | CodeCode Available | 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 |
| 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 |
| DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis | Jan 10, 2024 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Information Flow Rate for Cross-Correlated Stochastic Processes | Jan 10, 2024 | Causal InferenceGaussian Processes | —Unverified | 0 |
| Identifying Best Practice Melting Patterns in Induction Furnaces: A Data-Driven Approach Using Time Series KMeans Clustering and Multi-Criteria Decision Making | Jan 9, 2024 | Decision MakingTime Series | —Unverified | 0 |
| IGNITE: Individualized GeNeration of Imputations in Time-series Electronic health records | Jan 9, 2024 | Missing ValuesTime Series | CodeCode Available | 0 |
| Hypercomplex neural network in time series forecasting of stock data | Jan 9, 2024 | Hyperparameter OptimizationTime Series | —Unverified | 0 |
| Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations | Jan 8, 2024 | Contrastive LearningDomain Adaptation | CodeCode Available | 0 |
| Estimating an Executive Summary of a Time Series: The Tendency | Jan 8, 2024 | Time Series | —Unverified | 0 |
| Robust Estimation in Network Vector Autoregression with Nonstationary Regressors | Jan 8, 2024 | Time SeriesUnity | —Unverified | 0 |
| Enhancing Adaptive History Reserving by Spiking Convolutional Block Attention Module in Recurrent Neural Networks | Jan 8, 2024 | Time Series | —Unverified | 0 |
| Saving for sunny days: The impact of climate (change) on consumer prices in the euro area | Jan 8, 2024 | Time Series | —Unverified | 0 |
| Predicting the structure of dynamic graphs | Jan 8, 2024 | Incremental LearningLink Prediction | —Unverified | 0 |
| Generative adversarial wavelet neural operator: Application to fault detection and isolation of multivariate time series data | Jan 8, 2024 | Fault DetectionTime Series | —Unverified | 0 |
| Comparing Data-Driven and Mechanistic Models for Predicting Phenology in Deciduous Broadleaf Forests | Jan 8, 2024 | Time Series | —Unverified | 0 |
| Universal Time-Series Representation Learning: A Survey | Jan 8, 2024 | Feature EngineeringRepresentation Learning | CodeCode Available | 3 |
| Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series | Jan 8, 2024 | CPUFew-Shot Learning | CodeCode Available | 4 |
| A Primer on Temporal Graph Learning | Jan 8, 2024 | Graph LearningTime Series | —Unverified | 0 |
| Anatomy of Neural Language Models | Jan 8, 2024 | AnatomyLanguage Modeling | CodeCode Available | 0 |
| Weakly Augmented Variational Autoencoder in Time Series Anomaly Detection | Jan 7, 2024 | Anomaly DetectionSelf-Supervised Learning | —Unverified | 0 |
| TRLS: A Time Series Representation Learning Framework via Spectrogram for Medical Signal Processing | Jan 6, 2024 | Representation LearningTime Series | —Unverified | 0 |
| Counterfactuals in factor models | Jan 6, 2024 | Time Series | —Unverified | 0 |
| Neuronal Temporal Filters as Normal Mode Extractors | Jan 6, 2024 | Time Series | —Unverified | 0 |
| End-to-End Anti-Backdoor Learning on Images and Time Series | Jan 6, 2024 | image-classificationImage Classification | —Unverified | 0 |
| SeqNAS: Neural Architecture Search for Event Sequence Classification | Jan 6, 2024 | Bayesian OptimizationClassification | CodeCode Available | 0 |
| Attention and Autoencoder Hybrid Model for Unsupervised Online Anomaly Detection | Jan 6, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Evolution of urban areas and land surface temperature | Jan 5, 2024 | Time Series | —Unverified | 0 |