| Multi-Granularity Framework for Unsupervised Representation Learning of Time Series | Dec 12, 2023 | Decision MakingRepresentation Learning | —Unverified | 0 |
| Improving age prediction: Utilizing LSTM-based dynamic forecasting for data augmentation in multivariate time series analysis | Dec 11, 2023 | Data AugmentationDeep Learning | —Unverified | 0 |
| Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Management | Dec 11, 2023 | ManagementTime Series | —Unverified | 0 |
| Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting | Dec 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Multimodal Pretraining of Medical Time Series and Notes | Dec 11, 2023 | Mortality PredictionSelf-Supervised Learning | CodeCode Available | 1 |
| A method for recovery of multidimensional time series based on the detection of behavioral patterns and the use of autoencoders | Dec 11, 2023 | Missing ValuesTime Series | —Unverified | 0 |
| TPRNN: A Top-Down Pyramidal Recurrent Neural Network for Time Series Forecasting | Dec 11, 2023 | Decision MakingTime Series | —Unverified | 0 |
| Mixture-of-Linear-Experts for Long-term Time Series Forecasting | Dec 11, 2023 | Mixture-of-ExpertsTime Series | CodeCode Available | 1 |
| Using Analytics on Student Created Data to Content Validate Pedagogical Tools | Dec 11, 2023 | Time Series | —Unverified | 0 |
| KPIs-Based Clustering and Visualization of HPC jobs: a Feature Reduction Approach | Dec 11, 2023 | ClusteringCPU | —Unverified | 0 |
| CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting | Dec 11, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| VAE-IF: Deep feature extraction with averaging for fully unsupervised artifact detection in routinely acquired ICU time-series | Dec 10, 2023 | Artifact DetectionTime Series | —Unverified | 0 |
| CLeaRForecast: Contrastive Learning of High-Purity Representations for Time Series Forecasting | Dec 10, 2023 | Contrastive LearningRepresentation Learning | —Unverified | 0 |
| Fast Classification of Large Time Series Datasets | Dec 10, 2023 | ClassificationTime Series | —Unverified | 0 |
| Learning the Causal Structure of Networked Dynamical Systems under Latent Nodes and Structured Noise | Dec 10, 2023 | Causal InferenceTime Series | CodeCode Available | 0 |
| Using deep neural networks to improve the precision of fast-sampled particle timing detectors | Dec 10, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Temporal Supervised Contrastive Learning for Modeling Patient Risk Progression | Dec 10, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Take an Irregular Route: Enhance the Decoder of Time-Series Forecasting Transformer | Dec 10, 2023 | DecoderTime Series | CodeCode Available | 1 |
| SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation | Dec 10, 2023 | Data AugmentationTime Series | CodeCode Available | 1 |
| Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning | Dec 9, 2023 | Feature EngineeringInductive Bias | —Unverified | 0 |
| Signatures Meet Dynamic Programming: Generalizing Bellman Equations for Trajectory Following | Dec 9, 2023 | Model Predictive ControlTime Series | —Unverified | 0 |
| D3A-TS: Denoising-Driven Data Augmentation in Time Series | Dec 9, 2023 | Data AugmentationDenoising | CodeCode Available | 1 |
| GCov-Based Portmanteau Test | Dec 8, 2023 | DiagnosticTime Series | —Unverified | 0 |
| Shape-aware Segmentation of the Placenta in BOLD Fetal MRI Time Series | Dec 8, 2023 | Placenta SegmentationSegmentation | CodeCode Available | 0 |
| Foreign Capital and Economic Growth: Evidence from Bangladesh | Dec 7, 2023 | Time Series | —Unverified | 0 |
