| Hiformer: Hybrid Frequency Feature Enhancement Inverted Transformer for Long-Term Wind Power Prediction | Oct 17, 2024 | PredictionTime Series | CodeCode Available | 0 |
| Analyzing Deep Transformer Models for Time Series Forecasting via Manifold Learning | Oct 17, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Recurrent Neural Goodness-of-Fit Test for Time Series | Oct 17, 2024 | Decision MakingTime Series | CodeCode Available | 0 |
| Statistical testing on generative AI anomaly detection tools in Alzheimer's Disease diagnosis | Oct 17, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Context Matters: Leveraging Contextual Features for Time Series Forecasting | Oct 16, 2024 | ArticlesTime Series | —Unverified | 0 |
| Constrained Posterior Sampling: Time Series Generation with Hard Constraints | Oct 16, 2024 | DenoisingTime Series | —Unverified | 0 |
| SSET: Swapping-Sliding Explanation for Time Series Classifiers in Affect Detection | Oct 16, 2024 | Time Series | —Unverified | 0 |
| Discovering Leitmotifs in Multidimensional Time Series | Oct 16, 2024 | Time Series | CodeCode Available | 0 |
| Revisited Large Language Model for Time Series Analysis through Modality Alignment | Oct 16, 2024 | Anomaly DetectionImputation | —Unverified | 0 |
| Irregularity-Informed Time Series Analysis: Adaptive Modelling of Spatial and Temporal Dynamics | Oct 16, 2024 | Irregular Time SeriesTime Series | CodeCode Available | 0 |
| ExoTST: Exogenous-Aware Temporal Sequence Transformer for Time Series Prediction | Oct 16, 2024 | Missing ValuesTime Series | —Unverified | 0 |
| Abnormality Forecasting: Time Series Anomaly Prediction via Future Context Modeling | Oct 16, 2024 | Time Series | CodeCode Available | 0 |
| Beyond Speech and More: Investigating the Emergent Ability of Speech Foundation Models for Classifying Physiological Time-Series Signals | Oct 16, 2024 | Audio ClassificationTime Series | —Unverified | 0 |
| Self-Supervised Learning of Disentangled Representations for Multivariate Time-Series | Oct 16, 2024 | Inductive BiasRepresentation Learning | —Unverified | 0 |
| Spatial-Temporal Bearing Fault Detection Using Graph Attention Networks and LSTM | Oct 15, 2024 | Fault DetectionFault Diagnosis | —Unverified | 0 |
| Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations | Oct 15, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba | Oct 15, 2024 | DecoderMamba | —Unverified | 0 |
| FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting | Oct 15, 2024 | Benchmarkingenergy management | —Unverified | 0 |
| Data-Driven Cellular Network Selector for Vehicle Teleoperations | Oct 15, 2024 | Time Series | —Unverified | 0 |
| Time-Series Foundation AI Model for Value-at-Risk Forecasting | Oct 15, 2024 | Time Series | CodeCode Available | 0 |
| StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast | Oct 14, 2024 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP) | Oct 14, 2024 | BenchmarkingMulti-Task Learning | —Unverified | 0 |
| Time Series Viewmakers for Robust Disruption Prediction | Oct 14, 2024 | Data AugmentationPrediction | —Unverified | 0 |
| ABBA-VSM: Time Series Classification using Symbolic Representation on the Edge | Oct 14, 2024 | Binary ClassificationClassification | —Unverified | 0 |
| Statistical Properties of Deep Neural Networks with Dependent Data | Oct 14, 2024 | regressionTime Series | —Unverified | 0 |
| Transparent Networks for Multivariate Time Series | Oct 14, 2024 | Additive modelsTime Series | CodeCode Available | 0 |
| WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series? | Oct 13, 2024 | Decision MakingDecoder | —Unverified | 0 |
| Can GANs Learn the Stylized Facts of Financial Time Series? | Oct 13, 2024 | Time Series | —Unverified | 0 |
| Improving accuracy and convergence of federated learning edge computing methods for generalized DER forecasting applications in power grid | Oct 13, 2024 | Edge-computingFederated Learning | —Unverified | 0 |
| Timeseria: an object-oriented time series processing library | Oct 12, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Graph Neural Alchemist: An innovative fully modular architecture for time series-to-graph classification | Oct 12, 2024 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Convolutional Neural Network Design and Evaluation for Real-Time Multivariate Time Series Fault Detection in Spacecraft Attitude Sensors | Oct 11, 2024 | Anomaly DetectionFault Detection | —Unverified | 0 |
| Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection | Oct 11, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series | Oct 11, 2024 | counterfactualTime Series | —Unverified | 0 |
| Inferring birth versus death dynamics for ecological interactions in stochastic heterogeneous populations | Oct 11, 2024 | Time Series | —Unverified | 0 |
| Underutilized land and sustainable development: effects on employment, economic output, and mitigation of CO2 emissions | Oct 11, 2024 | RetrievalRetrieval-augmented Generation | —Unverified | 0 |
| Conditional Lagrangian Wasserstein Flow for Time Series Imputation | Oct 10, 2024 | DenoisingImputation | —Unverified | 0 |
| Generalizable autoregressive modeling of time series through functional narratives | Oct 10, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Task-oriented Time Series Imputation Evaluation via Generalized Representers | Oct 9, 2024 | Anomaly DetectionImputation | CodeCode Available | 0 |
| GLA-DA: Global-Local Alignment Domain Adaptation for Multivariate Time Series | Oct 9, 2024 | Domain AdaptationSemi-supervised Domain Adaptation | CodeCode Available | 0 |
| Tri-Level Navigator: LLM-Empowered Tri-Level Learning for Time Series OOD Generalization | Oct 9, 2024 | Time Series | —Unverified | 0 |
| Green bubbles: a four-stage paradigm for detection and propagation | Oct 9, 2024 | Time Series | —Unverified | 0 |
| Less is more: Embracing sparsity and interpolation with Esiformer for time series forecasting | Oct 8, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Enforcing Interpretability in Time Series Transformers: A Concept Bottleneck Framework | Oct 8, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Identification and estimation for matrix time series CP-factor models | Oct 8, 2024 | Time Series | —Unverified | 0 |
| Navigating Inflation in Ghana: How Can Machine Learning Enhance Economic Stability and Growth Strategies | Oct 8, 2024 | Decision MakingManagement | —Unverified | 0 |
| TIMBA: Time series Imputation with Bi-directional Mamba Blocks and Diffusion models | Oct 8, 2024 | ImputationMamba | —Unverified | 0 |
| Extreme Value Modelling of Feature Residuals for Anomaly Detection in Dynamic Graphs | Oct 8, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Time Series Classification of Supraglacial Lakes Evolution over Greenland Ice Sheet | Oct 8, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| Stochastic Sparse Sampling: A Framework for Variable-Length Medical Time Series Classification | Oct 8, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |