| MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge | Jul 1, 2024 | Model Predictive ControlScheduling | CodeCode Available | 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 |
| A Unified Approach to Extract Interpretable Rules from Tree Ensembles via Integer Programming | Jun 30, 2024 | regressionTime 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 |
| Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization | Jun 29, 2024 | Dynamic Time WarpingPrediction | CodeCode Available | 1 |
| Nonequilibrium dynamics and thermodynamics provide the underlying physical mechanism of the perceptual rivalry | Jun 29, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Deciphering interventional dynamical causality from non-intervention systems | Jun 29, 2024 | Time 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 |
| Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting | Jun 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| Time Series Clustering with General State Space Models via Stochastic Variational Inference | Jun 29, 2024 | Clusteringparameter estimation | CodeCode Available | 0 |
| Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly Detection | Jun 28, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Filtration learning in exact multi-parameter persistent homology and classification of time-series data | Jun 28, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| SignSpeak: Open-Source Time Series Classification for ASL Translation | Jun 27, 2024 | Time SeriesTime Series Classification | CodeCode Available | 1 |
| Changen2: Multi-Temporal Remote Sensing Generative Change Foundation Model | Jun 26, 2024 | Change DetectionTime Series | —Unverified | 0 |
| Early Classification of Time Series: Taxonomy and Benchmark | Jun 26, 2024 | ClassificationEarly Classification | CodeCode Available | 1 |
| Research on Education Big Data for Students Academic Performance Analysis based on Machine Learning | Jun 25, 2024 | Time Series | —Unverified | 0 |
| SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series | Jun 25, 2024 | Kolmogorov-Arnold NetworksTime Series | CodeCode Available | 1 |
| Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task Integration | Jun 25, 2024 | Change DetectionMulti-Task Learning | CodeCode Available | 1 |
| European Space Agency Benchmark for Anomaly Detection in Satellite Telemetry | Jun 25, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Identifying Nonstationary Causal Structures with High-Order Markov Switching Models | Jun 25, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Querying Labeled Time Series Data with Scenario Programs | Jun 25, 2024 | Autonomous DrivingAutonomous Vehicles | —Unverified | 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 |
| Conformal time series decomposition with component-wise exchangeability | Jun 24, 2024 | Conformal PredictionPrediction | CodeCode Available | 0 |
| CausalFormer: An Interpretable Transformer for Temporal Causal Discovery | Jun 24, 2024 | Causal DiscoveryTime Series | CodeCode Available | 2 |
| TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing | Jun 23, 2024 | DenoisingTime Series | CodeCode Available | 1 |
| Improving Rehabilitative Assessment with Statistical and Shape Preserving Surrogate Data and Singular Spectrum Analysis | Jun 22, 2024 | Time Series | —Unverified | 0 |
| Are Language Models Actually Useful for Time Series Forecasting? | Jun 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| Enhancing Solar Driver Forecasting with Multivariate Transformers | Jun 22, 2024 | Time Series | CodeCode Available | 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 |
| Enhancing reliability in prediction intervals using point forecasters: Heteroscedastic Quantile Regression and Width-Adaptive Conformal Inference | Jun 21, 2024 | PredictionPrediction Intervals | CodeCode Available | 0 |
| Causal Learning in Biomedical Applications: A Benchmark | Jun 21, 2024 | Time Series | CodeCode Available | 0 |
| Fine-grained Attention in Hierarchical Transformers for Tabular Time-series | Jun 21, 2024 | Time Series | CodeCode Available | 1 |
| 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 |
| How far are today's time-series models from real-world weather forecasting applications? | Jun 20, 2024 | BenchmarkingTime Series | CodeCode Available | 2 |
| Capturing Temporal Components for Time Series Classification | Jun 20, 2024 | ClassificationRepresentation Learning | —Unverified | 0 |
| aeon: a Python toolkit for learning from time series | Jun 20, 2024 | Anomaly DetectionModel Selection | CodeCode Available | 5 |
| Understanding Different Design Choices in Training Large Time Series Models | Jun 20, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Movement-Prediction-Adjusted Naïve Forecast | Jun 20, 2024 | Binary ClassificationPrediction | —Unverified | 0 |
| Stock Volume Forecasting with Advanced Information by Conditional Variational Auto-Encoder | Jun 19, 2024 | Time Series | —Unverified | 0 |
| A Primal-Dual Framework for Transformers and Neural Networks | Jun 19, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention Network | Jun 19, 2024 | Cloud RemovalImputation | CodeCode Available | 1 |
| Robust Time Series Forecasting with Non-Heavy-Tailed Gaussian Loss-Weighted Sampler | Jun 19, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Game of LLMs: Discovering Structural Constructs in Activities using Large Language Models | Jun 19, 2024 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| FreqRISE: Explaining time series using frequency masking | Jun 19, 2024 | Decision MakingExplainable artificial intelligence | CodeCode Available | 0 |
| Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification | Jun 18, 2024 | channel selectionTime Series | CodeCode Available | 0 |
| Deep Temporal Deaggregation: Large-Scale Spatio-Temporal Generative Models | Jun 18, 2024 | Out-of-Distribution GeneralizationTime Series | —Unverified | 0 |