| Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching | Jan 14, 2025 | GPUTime Series | —Unverified | 0 |
| Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification | Jan 14, 2025 | BenchmarkingGraph Representation Learning | CodeCode Available | 0 |
| Unsupervised Feature Construction for Anomaly Detection in Time Series -- An Evaluation | Jan 14, 2025 | Anomaly DetectionTime 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 |
| TempoGPT: Enhancing Temporal Reasoning via Quantizing Embedding | Jan 13, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Follow the Leader: Enhancing Systematic Trend-Following Using Network Momentum | Jan 13, 2025 | Time Series | —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 |
| 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 |
| Explore the Use of Time Series Foundation Model for Car-Following Behavior Analysis | Jan 13, 2025 | Autonomous VehiclesDeep Learning | —Unverified | 0 |
| Unveiling the Potential of Text in High-Dimensional Time Series Forecasting | Jan 13, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| The Utility of Hyperplane Angle Metric in Detecting Financial Concept Drift | Jan 12, 2025 | ARCDrift Detection | CodeCode Available | 0 |
| Active Rule Mining for Multivariate Anomaly Detection in Radio Access Networks | Jan 11, 2025 | Anomaly DetectionTime Series | —Unverified | 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 |
| AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks | Jan 10, 2025 | Age EstimationMulti-Task Learning | —Unverified | 0 |
| Using Pre-trained LLMs for Multivariate Time Series Forecasting | Jan 10, 2025 | DecoderMultivariate Time Series Forecasting | —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 |
| Synergizing Large Language Models and Task-specific Models for Time Series Anomaly Detection | Jan 10, 2025 | Anomaly DetectionLanguage Modeling | —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 |
| TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts | Jan 9, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| Targeted Adversarial Denoising Autoencoders (TADA) for Neural Time Series Filtration | Jan 9, 2025 | DenoisingEEG | —Unverified | 0 |
| BRATI: Bidirectional Recurrent Attention for Time-Series Imputation | Jan 9, 2025 | ImputationMissing Values | —Unverified | 0 |
| DCIts -- Deep Convolutional Interpreter for time series | Jan 8, 2025 | Multivariate Time Series ForecastingTime Series | 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 |