| Boundary-enhanced time series data imputation with long-term dependency diffusion models | Jan 11, 2025 | ImputationMissing Values | —Unverified | 0 |
| Active Rule Mining for Multivariate Anomaly Detection in Radio Access Networks | Jan 11, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Real-Time Decision-Making for Digital Twin in Additive Manufacturing with Model Predictive Control using Time-Series Deep Neural Networks | Jan 10, 2025 | Decision MakingModel Predictive Control | —Unverified | 0 |
| Analyzing Spatio-Temporal Dynamics of Dissolved Oxygen for the River Thames using Superstatistical Methods and Machine Learning | Jan 10, 2025 | Time Series | —Unverified | 0 |
| Using Pre-trained LLMs for Multivariate Time Series Forecasting | Jan 10, 2025 | DecoderMultivariate Time Series Forecasting | —Unverified | 0 |
| AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks | Jan 10, 2025 | Age EstimationMulti-Task Learning | —Unverified | 0 |
| Synergizing Large Language Models and Task-specific Models for Time Series Anomaly Detection | Jan 10, 2025 | Anomaly DetectionLanguage Modeling | —Unverified | 0 |
| TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts | Jan 9, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| BRATI: Bidirectional Recurrent Attention for Time-Series Imputation | Jan 9, 2025 | ImputationMissing Values | —Unverified | 0 |
| Targeted Adversarial Denoising Autoencoders (TADA) for Neural Time Series Filtration | Jan 9, 2025 | DenoisingEEG | —Unverified | 0 |
| Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation | Jan 9, 2025 | Test-time AdaptationTime Series | CodeCode Available | 1 |
| DCIts -- Deep Convolutional Interpreter for time series | Jan 8, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| SFADNet: Spatio-temporal Fused Graph based on Attention Decoupling Network for Traffic Prediction | Jan 7, 2025 | ManagementPrediction | CodeCode Available | 0 |
| Context-Alignment: Activating and Enhancing LLM Capabilities in Time Series | Jan 7, 2025 | Time Series | —Unverified | 0 |
| Explainable Time Series Prediction of Tyre Energy in Formula One Race Strategy | Jan 7, 2025 | counterfactualFeature Importance | —Unverified | 0 |
| Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting | Jan 6, 2025 | AttributeMultivariate Time Series Forecasting | CodeCode Available | 0 |
| A Stable Measure for Conditional Periodicity of Time Series using Persistent Homology | Jan 6, 2025 | Dimensionality ReductionDynamic Time Warping | —Unverified | 0 |
| Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences | Jan 6, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Learning DAGs and Root Causes from Time-Series Data | Jan 6, 2025 | Time Series | —Unverified | 0 |
| The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features | Jan 6, 2025 | Feature EngineeringTime Series | CodeCode Available | 3 |
| Identifying the Hidden Nexus between Benford Law Establishment in Stock Market and Market Efficiency: An Empirical Investigation | Jan 5, 2025 | Time Series | —Unverified | 0 |
| Tighnari: Multi-modal Plant Species Prediction Based on Hierarchical Cross-Attention Using Graph-Based and Vision Backbone-Extracted Features | Jan 5, 2025 | Time Series | —Unverified | 0 |
| Re-examining Granger Causality from Causal Bayesian Networks Perspective | Jan 5, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection | Jan 3, 2025 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| AVATAR: Adversarial Autoencoders with Autoregressive Refinement for Time Series Generation | Jan 3, 2025 | Data AugmentationTime Series | CodeCode Available | 0 |