| EEG-SSM: Leveraging State-Space Model for Dementia Detection | Jul 25, 2024 | EEGState Space Models | —Unverified | 0 |
| DAM: Towards A Foundation Model for Time Series Forecasting | Jul 25, 2024 | ImputationTime Series | —Unverified | 0 |
| Quadratic Advantage with Quantum Randomized Smoothing Applied to Time-Series Analysis | Jul 25, 2024 | Quantum Machine LearningTime Series | —Unverified | 0 |
| Time Series Missing Imputation with Multivariate Radial Basis Function Neural Network | Jul 24, 2024 | ImputationMissing Values | —Unverified | 0 |
| Channel-Aware Low-Rank Adaptation in Time Series Forecasting | Jul 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| EuroCropsML: A Time Series Benchmark Dataset For Few-Shot Crop Type Classification | Jul 24, 2024 | ClassificationTime Series | CodeCode Available | 1 |
| Contrastive Learning Is Not Optimal for Quasiperiodic Time Series | Jul 24, 2024 | Contrastive LearningSelf-Supervised Learning | —Unverified | 0 |
| Alleviating Non-identifiability: a High-fidelity Calibration Objective for Financial Market Simulation with Multivariate Time Series Data | Jul 23, 2024 | Time Series | —Unverified | 0 |
| Forecasting Automotive Supply Chain Shortfalls with Heterogeneous Time Series | Jul 23, 2024 | Feature ImportanceSurvival Analysis | —Unverified | 0 |
| Can time series forecasting be automated? A benchmark and analysis | Jul 23, 2024 | BenchmarkingDecision Making | —Unverified | 0 |
| C3T: Cross-modal Transfer Through Time for Sensor-based Human Activity Recognition | Jul 23, 2024 | Action RecognitionActivity Recognition | —Unverified | 0 |
| Bayesian Autoregressive Online Change-Point Detection with Time-Varying Parameters | Jul 23, 2024 | Change Point Detectionscoring rule | CodeCode Available | 0 |
| A Survey of Explainable Artificial Intelligence (XAI) in Financial Time Series Forecasting | Jul 22, 2024 | Decision MakingExplainable artificial intelligence | —Unverified | 0 |
| HIERVAR: A Hierarchical Feature Selection Method for Time Series Analysis | Jul 22, 2024 | feature selectionTime Series | —Unverified | 0 |
| Income, health, and spurious cointegration | Jul 22, 2024 | Time Series | —Unverified | 0 |
| Synthetic Time Series for Anomaly Detection in Cloud Microservices | Jul 21, 2024 | Anomaly DetectionCloud Computing | —Unverified | 0 |
| TADA: Temporal Adversarial Data Augmentation for Time Series Data | Jul 21, 2024 | Data AugmentationDomain Generalization | —Unverified | 0 |
| Deep State Space Recurrent Neural Networks for Time Series Forecasting | Jul 21, 2024 | Kolmogorov-Arnold NetworksState Space Models | —Unverified | 0 |
| TimeInf: Time Series Data Contribution via Influence Functions | Jul 21, 2024 | AttributeTime Series | CodeCode Available | 1 |
| Ensemble quantile-based deep learning framework for streamflow and flood prediction in Australian catchments | Jul 20, 2024 | Deep LearningPrediction | —Unverified | 0 |
| FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting | Jul 20, 2024 | MambaMultivariate Time Series Forecasting | —Unverified | 0 |
| Mapping the disaggregated economy in real-time: Using granular payment network data to complement national accounts | Jul 20, 2024 | Time Series | —Unverified | 0 |
| ECRTime: Ensemble Integration of Classification and Retrieval for Time Series Classification | Jul 20, 2024 | ClassificationDeep Learning | —Unverified | 0 |
| Domain Adaptation for Industrial Time-series Forecasting via Counterfactual Inference | Jul 19, 2024 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Time Series Generative Learning with Application to Brain Imaging Analysis | Jul 19, 2024 | Alzheimer's Disease DetectionData Augmentation | —Unverified | 0 |
| Physical Data Embedding for Memory Efficient AI | Jul 19, 2024 | Physics-informed machine learningTime Series | —Unverified | 0 |
| Long Input Sequence Network for Long Time Series Forecasting | Jul 18, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Revisiting Attention for Multivariate Time Series Forecasting | Jul 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Topological Analysis of Seizure-Induced Changes in Brain Hierarchy Through Effective Connectivity | Jul 18, 2024 | Causal InferenceEEG | —Unverified | 0 |
| Unsupervised and Interpretable Synthesizing for Electrical Time Series Based on Information Maximizing Generative Adversarial Nets | Jul 18, 2024 | DescriptiveSynthetic Data Generation | —Unverified | 0 |
| Deep Time Series Models: A Comprehensive Survey and Benchmark | Jul 18, 2024 | SurveyTime Series | CodeCode Available | 11 |
| DeepClair: Utilizing Market Forecasts for Effective Portfolio Selection | Jul 18, 2024 | Deep Reinforcement LearningTime Series | —Unverified | 0 |
| NODER: Image Sequence Regression Based on Neural Ordinary Differential Equations | Jul 18, 2024 | regressionTime Series | CodeCode Available | 0 |
| Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift | Jul 18, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Sortability of Time Series Data | Jul 18, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| Towards Dynamic Feature Acquisition on Medical Time Series by Maximizing Conditional Mutual Information | Jul 18, 2024 | Time Series | —Unverified | 0 |
| Tree semantic segmentation from aerial image time series | Jul 18, 2024 | SegmentationSemantic Segmentation | —Unverified | 0 |
| EnergyDiff: Universal Time-Series Energy Data Generation using Diffusion Models | Jul 18, 2024 | DenoisingTime Series | CodeCode Available | 0 |
| Exploring Facial Biomarkers for Depression through Temporal Analysis of Action Units | Jul 18, 2024 | DiagnosticTime Series | —Unverified | 0 |
| Pre-Trained Foundation Model representations to uncover Breathing patterns in Speech | Jul 17, 2024 | Time Series | —Unverified | 0 |
| Not All Frequencies Are Created Equal:Towards a Dynamic Fusion of Frequencies in Time-Series Forecasting | Jul 17, 2024 | AllTime Series | CodeCode Available | 0 |
| Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic Sclerosis | Jul 16, 2024 | Time SeriesUncertainty Quantification | CodeCode Available | 0 |
| Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection | Jul 16, 2024 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| Diff-MTS: Temporal-Augmented Conditional Diffusion-based AIGC for Industrial Time Series Towards the Large Model Era | Jul 16, 2024 | Time Series | —Unverified | 0 |
| AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models | Jul 16, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| Enhancing Multi-Step Brent Oil Price Forecasting with Ensemble Multi-Scenario Bi-GRU Networks | Jul 15, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| TLRN: Temporal Latent Residual Networks For Large Deformation Image Registration | Jul 15, 2024 | Image RegistrationTime Series | CodeCode Available | 0 |
| The Dynamic, the Static, and the Weak: Factor models and the analysis of high-dimensional time series | Jul 15, 2024 | Time Series | —Unverified | 0 |
| Omni-Dimensional Frequency Learner for General Time Series Analysis | Jul 15, 2024 | Anomaly DetectionDiversity | —Unverified | 0 |
| ISMRNN: An Implicitly Segmented RNN Method with Mamba for Long-Term Time Series Forecasting | Jul 15, 2024 | MambaSegmentation | —Unverified | 0 |