| Volatility modeling in a Markovian environment: Two Ornstein-Uhlenbeck-related approaches | Jul 8, 2024 | Time Series | —Unverified | 0 |
| Deep Learning-based Anomaly Detection and Log Analysis for Computer Networks | Jul 8, 2024 | Anomaly DetectionGenerative Adversarial Network | —Unverified | 0 |
| GeoWATCH for Detecting Heavy Construction in Heterogeneous Time Series of Satellite Images | Jul 8, 2024 | Activity Recognitionimage-classification | —Unverified | 0 |
| Topological Persistence Guided Knowledge Distillation for Wearable Sensor Data | Jul 7, 2024 | Activity RecognitionDeep Learning | —Unverified | 0 |
| A Generalized Transformer-based Radio Link Failure Prediction Framework in 5G RANs | Jul 6, 2024 | Graph Neural NetworkPrediction | —Unverified | 0 |
| Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT | Jul 6, 2024 | QuantizationTime Series | —Unverified | 0 |
| TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation | Jul 5, 2024 | Autonomous DrivingData Augmentation | —Unverified | 0 |
| Block-diagonal idiosyncratic covariance estimation in high-dimensional factor models for financial time series | Jul 4, 2024 | ClusteringTime Series | —Unverified | 0 |
| Text2TimeSeries: Enhancing Financial Forecasting through Time Series Prediction Updates with Event-Driven Insights from Large Language Models | Jul 4, 2024 | Sentiment AnalysisTime Series | —Unverified | 0 |
| An Autoencoder Architecture for L-band Passive Microwave Retrieval of Landscape Freeze-Thaw Cycle | Jul 4, 2024 | Anomaly DetectionRetrieval | CodeCode Available | 0 |
| Terrain Classification Enhanced with Uncertainty for Space Exploration Robots from Proprioceptive Data | Jul 3, 2024 | Bayesian OptimizationClassification | —Unverified | 0 |
| A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series | Jul 3, 2024 | Fault DetectionMulti-Task Learning | —Unverified | 0 |
| Multiple-Resolution Tokenization for Time Series Forecasting with an Application to Pricing | Jul 3, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Membership Inference Attacks Against Time-Series Models | Jul 3, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks | Jul 2, 2024 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 0 |
| Learning Graph Structures and Uncertainty for Accurate and Calibrated Time-series Forecasting | Jul 2, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| A Fast Multitaper Power Spectrum Estimation in Nonuniformly Sampled Time Series | Jul 2, 2024 | Time Series | CodeCode Available | 0 |
| Large Scale Hierarchical Industrial Demand Time-Series Forecasting incorporating Sparsity | Jul 2, 2024 | Demand ForecastingTime Series | CodeCode Available | 0 |
| Automated Knowledge Graph Learning in Industrial Processes | Jul 2, 2024 | Decision MakingGraph Learning | —Unverified | 0 |
| MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge | Jul 1, 2024 | Model Predictive ControlScheduling | CodeCode Available | 0 |
| Evaluating the Role of Data Enrichment Approaches Towards Rare Event Analysis in Manufacturing | Jul 1, 2024 | Data AugmentationEvent Detection | —Unverified | 0 |
| A new Takagi–Sugeno–Kang model for time series forecasting | Jul 1, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Macroeconomic Forecasting with Large Language Models | Jul 1, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| HGNET: A Hierarchical Feature Guided Network for Occupancy Flow Field Prediction | Jul 1, 2024 | Autonomous Drivingmultimodal interaction | —Unverified | 0 |
| Prediction of Sentinel-2 multi-band imagery with attention BiLSTM for continuous earth surface monitoring | Jun 30, 2024 | ManagementTime Series | —Unverified | 0 |
| NourishNet: Proactive Severity State Forecasting of Food Commodity Prices for Global Warning Systems | Jun 30, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| A Unified Approach to Extract Interpretable Rules from Tree Ensembles via Integer Programming | Jun 30, 2024 | regressionTime Series | —Unverified | 0 |
| Nonequilibrium dynamics and thermodynamics provide the underlying physical mechanism of the perceptual rivalry | Jun 29, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Fast Gibbs sampling for the local and global trend Bayesian exponential smoothing model | Jun 29, 2024 | Time Series | —Unverified | 0 |
| Learning Time-Varying Multi-Region Communications via Scalable Markovian Gaussian Processes | Jun 29, 2024 | Gaussian ProcessesState Space Models | —Unverified | 0 |
| Time Series Clustering with General State Space Models via Stochastic Variational Inference | Jun 29, 2024 | Clusteringparameter estimation | CodeCode Available | 0 |
| Deciphering interventional dynamical causality from non-intervention systems | Jun 29, 2024 | Time Series | —Unverified | 0 |
| Filtration learning in exact multi-parameter persistent homology and classification of time-series data | Jun 28, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model | Jun 26, 2024 | Change DetectionTime Series | —Unverified | 0 |
| Querying Labeled Time Series Data with Scenario Programs | Jun 25, 2024 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Research on Education Big Data for Students Academic Performance Analysis based on Machine Learning | Jun 25, 2024 | Time Series | —Unverified | 0 |
| Identifying Nonstationary Causal Structures with High-Order Markov Switching Models | Jun 25, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Conformal time series decomposition with component-wise exchangeability | Jun 24, 2024 | Conformal PredictionPrediction | CodeCode Available | 0 |
| Meta-learning and Data Augmentation for Stress Testing Forecasting Models | Jun 24, 2024 | Data AugmentationMeta-Learning | CodeCode Available | 0 |
| Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series | Jun 24, 2024 | Time Series | —Unverified | 0 |
| Enhancing Solar Driver Forecasting with Multivariate Transformers | Jun 22, 2024 | Time Series | CodeCode Available | 0 |
| Improving Rehabilitative Assessment with Statistical and Shape Preserving Surrogate Data and Singular Spectrum Analysis | Jun 22, 2024 | Time Series | —Unverified | 0 |
| Reinforced Knowledge Distillation for Time Series Regression | Jun 21, 2024 | Knowledge DistillationModel Compression | CodeCode Available | 0 |
| How Intermodal Interaction Affects the Performance of Deep Multimodal Fusion for Mixed-Type Time Series | Jun 21, 2024 | Time Series | —Unverified | 0 |
| Causal Learning in Biomedical Applications: A Benchmark | Jun 21, 2024 | Time Series | CodeCode Available | 0 |
| Enhancing reliability in prediction intervals using point forecasters: Heteroscedastic Quantile Regression and Width-Adaptive Conformal Inference | Jun 21, 2024 | PredictionPrediction Intervals | CodeCode Available | 0 |
| Movement-Prediction-Adjusted Naïve Forecast | Jun 20, 2024 | Binary ClassificationPrediction | —Unverified | 0 |
| Capturing Temporal Components for Time Series Classification | Jun 20, 2024 | ClassificationRepresentation Learning | —Unverified | 0 |
| Prediction of Unobserved Bifurcation by Unsupervised Extraction of Slowly Time-Varying System Parameter Dynamics from Time Series Using Reservoir Computing | Jun 20, 2024 | Time Series | —Unverified | 0 |
| Understanding Different Design Choices in Training Large Time Series Models | Jun 20, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |