| Federated Time Series Generation on Feature and Temporally Misaligned Data | Oct 28, 2024 | Federated LearningTime Series | —Unverified | 0 |
| Exploring Capabilities of Time Series Foundation Models in Building Analytics | Oct 28, 2024 | Benchmarkingenergy management | —Unverified | 0 |
| Temporal Streaming Batch Principal Component Analysis for Time Series Classification | Oct 28, 2024 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting | Oct 28, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| A Temporal Linear Network for Time Series Forecasting | Oct 28, 2024 | Computational EfficiencyInference Optimization | CodeCode Available | 0 |
| Deep Recurrent Stochastic Configuration Networks for Modelling Nonlinear Dynamic Systems | Oct 28, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Deconfounding Time Series Forecasting | Oct 27, 2024 | Decision MakingTime Series | —Unverified | 0 |
| TEAFormers: TEnsor-Augmented Transformers for Multi-Dimensional Time Series Forecasting | Oct 27, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Robust Time Series Causal Discovery for Agent-Based Model Validation | Oct 25, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| A Stock Price Prediction Approach Based on Time Series Decomposition and Multi-Scale CNN using OHLCT Images | Oct 25, 2024 | Stock PredictionStock Price Prediction | —Unverified | 0 |
| LOCAL: Learning with Orientation Matrix to Infer Causal Structure from Time Series Data | Oct 25, 2024 | Causal DiscoveryComputational Efficiency | —Unverified | 0 |
| PMM-Net: Single-stage Multi-agent Trajectory Prediction with Patching-based Embedding and Explicit Modal Modulation | Oct 25, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Generation of synthetic financial time series by diffusion models | Oct 24, 2024 | DenoisingTime Series | —Unverified | 0 |
| Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification | Oct 24, 2024 | Text GenerationTime Series | —Unverified | 0 |
| A Comprehensive Survey of Time Series Forecasting: Architectural Diversity and Open Challenges | Oct 24, 2024 | DiversityMamba | —Unverified | 0 |
| TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting | Oct 24, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Enhancing Graph Attention Neural Network Performance for Marijuana Consumption Classification through Large-scale Augmented Granger Causality (lsAGC) Analysis of Functional MR Images | Oct 24, 2024 | Dimensionality ReductionGraph Attention | —Unverified | 0 |
| Self-Supervised Learning for Time Series: A Review & Critique of FITS | Oct 23, 2024 | regressionSelf-Supervised Learning | CodeCode Available | 0 |
| Leveraging Deep Learning for Time Series Extrinsic Regression in predicting photometric metallicity of Fundamental-mode RR Lyrae Stars | Oct 23, 2024 | AstronomyDeep Learning | CodeCode Available | 0 |
| Fast and interpretable electricity consumption scenario generation for individual consumers | Oct 23, 2024 | Time Series | —Unverified | 0 |
| Time and Frequency Synergy for Source-Free Time-Series Domain Adaptations | Oct 23, 2024 | Contrastive LearningDomain Adaptation | —Unverified | 0 |
| Zeitenwenden: Detecting changes in the German political discourse | Oct 23, 2024 | Time Series | CodeCode Available | 0 |
| Predicting Company Growth by Econophysics informed Machine Learning | Oct 23, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Unsupervised Time Series Anomaly Prediction with Importance-based Generative Contrastive Learning | Oct 22, 2024 | Contrastive LearningPrediction | —Unverified | 0 |
| Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation | Oct 22, 2024 | Time Series | —Unverified | 0 |
| LiMTR: Time Series Motion Prediction for Diverse Road Users through Multimodal Feature Integration | Oct 21, 2024 | Autonomous Vehiclesmotion prediction | CodeCode Available | 0 |
| Forecasting Opioid Incidents for Rapid Actionable Data for Opioid Response in Kentucky | Oct 21, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast | Oct 21, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning | Oct 21, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| State Estimation Using Sparse DEIM and Recurrent Neural Networks | Oct 21, 2024 | State EstimationTime Series | —Unverified | 0 |
| LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling | Oct 21, 2024 | Anomaly DetectionImputation | —Unverified | 0 |
| Data Matters: The Case of Predicting Mobile Cellular Traffic | Oct 21, 2024 | PredictionTime Series | CodeCode Available | 0 |
| Data Augmentation of Multivariate Sensor Time Series using Autoregressive Models and Application to Failure Prognostics | Oct 21, 2024 | AutoMLData Augmentation | —Unverified | 0 |
| Accelerated Sub-Image Search For Variable-Size Patches Identification Based On Virtual Time Series Transformation And Segmentation | Oct 20, 2024 | Image RetrievalTime Series | —Unverified | 0 |
| IndMask: Inductive Explanation for Multivariate Time Series Black-Box Models | Oct 20, 2024 | Explanation GenerationTime Series | CodeCode Available | 0 |
| Dynamic Contrastive Learning for Time Series Representation | Oct 20, 2024 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Future-Guided Learning: A Predictive Approach To Enhance Time-Series Forecasting | Oct 19, 2024 | Seizure predictionTime Series | —Unverified | 0 |
| Predictive Quantile Regression with High-Dimensional Predictors: The Variable Screening Approach | Oct 19, 2024 | quantile regressionregression | —Unverified | 0 |
| Science Time Series: Deep Learning in Hydrology | Oct 19, 2024 | Deep LearningTime Series | —Unverified | 0 |
| Low-cost Robust Night-time Aerial Material Segmentation through Hyperspectral Data and Sparse Spatio-Temporal Learning | Oct 19, 2024 | Material SegmentationSegmentation | —Unverified | 0 |
| HiPPO-KAN: Efficient KAN Model for Time Series Analysis | Oct 19, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| DST-TransitNet: A Dynamic Spatio-Temporal Deep Learning Model for Scalable and Efficient Network-Wide Prediction of Station-Level Transit Ridership | Oct 19, 2024 | Computational EfficiencyPrediction | —Unverified | 0 |
| XForecast: Evaluating Natural Language Explanations for Time Series Forecasting | Oct 18, 2024 | Decision MakingTime Series | —Unverified | 0 |
| On time series clustering with k-means | Oct 18, 2024 | AttributeClustering | —Unverified | 0 |
| HOUND: High-Order Universal Numerical Differentiator for a Parameter-free Polynomial Online Approximation | Oct 18, 2024 | Time Series | CodeCode Available | 0 |
| A GARCH model with two volatility components and two driving factors | Oct 18, 2024 | Time Series | CodeCode Available | 0 |
| On the Regularization of Learnable Embeddings for Time Series Processing | Oct 18, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Hiformer: Hybrid Frequency Feature Enhancement Inverted Transformer for Long-Term Wind Power Prediction | Oct 17, 2024 | PredictionTime 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 |
| Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series | Oct 17, 2024 | Time SeriesTime Series Classification | CodeCode Available | 0 |