| 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 |