| SpaceTime: Causal Discovery from Non-Stationary Time Series | Jan 17, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| The Relevance of AWS Chronos: An Evaluation of Standard Methods for Time Series Forecasting with Limited Tuning | Jan 17, 2025 | PredictionTime Series | —Unverified | 0 |
| Uncertainty-Aware Digital Twins: Robust Model Predictive Control using Time-Series Deep Quantile Learning | Jan 17, 2025 | Decision MakingModel Predictive Control | —Unverified | 0 |
| ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset | Jan 16, 2025 | HallucinationSentence | CodeCode Available | 1 |
| Adaptive Law-Based Transformation (ALT): A Lightweight Feature Representation for Time Series Classification | Jan 16, 2025 | Time SeriesTime Series Classification | CodeCode Available | 0 |
| A Novel Multiple Interval Prediction Method for Electricity Prices based on Scenarios Generation: Definition and Method | Jan 15, 2025 | DiversityGenerative Adversarial Network | —Unverified | 0 |
| Scenarios Generation-based Multiple Interval Prediction Method for Electricity Prices | Jan 15, 2025 | DiversityGenerative Adversarial Network | —Unverified | 0 |
| The Response of Farmer Welfares Amidst Food Prices Shock and Inflation in the Province of East Java | Jan 15, 2025 | Time Series | —Unverified | 0 |
| CT-PatchTST: Channel-Time Patch Time-Series Transformer for Long-Term Renewable Energy Forecasting | Jan 15, 2025 | Time Series | —Unverified | 0 |
| Generating Realistic Synthetic Head Rotation Data for Extended Reality using Deep Learning | Jan 15, 2025 | Generative Adversarial NetworkSynthetic Data Generation | —Unverified | 0 |
| Transformer-based Multivariate Time Series Anomaly Localization | Jan 15, 2025 | Anomaly DetectionAnomaly Localization | —Unverified | 0 |
| Kolmogorov-Arnold Networks for Time Series Granger Causality Inference | Jan 15, 2025 | Causal InferenceKolmogorov-Arnold Networks | —Unverified | 0 |
| Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching | Jan 14, 2025 | GPUTime Series | —Unverified | 0 |
| Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin | Jan 14, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Unsupervised Feature Construction for Anomaly Detection in Time Series -- An Evaluation | Jan 14, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification | Jan 14, 2025 | BenchmarkingGraph Representation Learning | CodeCode Available | 0 |
| STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via | Jan 14, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | —Unverified | 0 |
| Follow the Leader: Enhancing Systematic Trend-Following Using Network Momentum | Jan 13, 2025 | Time Series | —Unverified | 0 |
| Explore the Use of Time Series Foundation Model for Car-Following Behavior Analysis | Jan 13, 2025 | Autonomous VehiclesDeep Learning | —Unverified | 0 |
| Bridging Smart Meter Gaps: A Benchmark of Statistical, Machine Learning and Time Series Foundation Models for Data Imputation | Jan 13, 2025 | ImputationMissing Values | —Unverified | 0 |
| Unveiling the Potential of Text in High-Dimensional Time Series Forecasting | Jan 13, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Anomalous Agreement: How to find the Ideal Number of Anomaly Classes in Correlated, Multivariate Time Series Data | Jan 13, 2025 | Time Series | CodeCode Available | 0 |
| TempoGPT: Enhancing Temporal Reasoning via Quantizing Embedding | Jan 13, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| The Utility of Hyperplane Angle Metric in Detecting Financial Concept Drift | Jan 12, 2025 | ARCDrift Detection | CodeCode Available | 0 |
| Unsupervised detection and fitness estimation of emerging SARS-CoV-2 variants. Application to wastewater samples (ANRS0160) | Jan 11, 2025 | Model Selectionparameter estimation | CodeCode Available | 0 |
| 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 |