| Risk-Sensitive Diffusion: Robustly Optimizing Diffusion Models with Noisy Samples | Feb 3, 2024 | Image GenerationTime Series | —Unverified | 0 |
| Unlearnable Examples For Time Series | Feb 3, 2024 | Time Series | —Unverified | 0 |
| GenFormer: A Deep-Learning-Based Approach for Generating Multivariate Stochastic Processes | Feb 3, 2024 | ManagementTime Series | CodeCode Available | 0 |
| A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge | Feb 3, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Understanding Time Series Anomaly State Detection through One-Class Classification | Feb 3, 2024 | Anomaly DetectionOne-Class Classification | —Unverified | 0 |
| Conditioning non-linear and infinite-dimensional diffusion processes | Feb 2, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| A hybrid IndRNNLSTM approach for real-time anomaly detection in software-defined networks | Feb 2, 2024 | Anomaly Detectionfeature selection | —Unverified | 0 |
| Graph Neural Networks in EEG-based Emotion Recognition: A Survey | Feb 2, 2024 | EEGEmotion Recognition | —Unverified | 0 |
| EBV: Electronic Bee-Veterinarian for Principled Mining and Forecasting of Honeybee Time Series | Feb 2, 2024 | Time Series | CodeCode Available | 0 |
| Shapelet-based Model-agnostic Counterfactual Local Explanations for Time Series Classification | Feb 2, 2024 | Classificationcounterfactual | —Unverified | 0 |
| Response Theory via Generative Score Modeling | Feb 1, 2024 | Time Series | —Unverified | 0 |
| Are Synthetic Time-series Data Really not as Good as Real Data? | Feb 1, 2024 | Representation LearningTime Series | —Unverified | 0 |
| Arellano-Bond LASSO Estimator for Dynamic Linear Panel Models | Feb 1, 2024 | Time Series | CodeCode Available | 0 |
| LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law | Feb 1, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Signal Quality Auditing for Time-series Data | Feb 1, 2024 | DenoisingTime Series | —Unverified | 0 |
| MobilityDL: A Review of Deep Learning From Trajectory Data | Feb 1, 2024 | Deep LearningTime Series | —Unverified | 0 |
| Positional Encoding Helps Recurrent Neural Networks Handle a Large Vocabulary | Jan 31, 2024 | Time Series | CodeCode Available | 0 |
| Let's roll back! The challenging task of regulating temporary contracts | Jan 31, 2024 | Time Series | —Unverified | 0 |
| Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning | Jan 31, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Rank Supervised Contrastive Learning for Time Series Classification | Jan 31, 2024 | ClassificationContrastive Learning | —Unverified | 0 |
| Liquid Resistance Liquid Capacitance Networks | Jan 30, 2024 | Autonomous DrivingTime Series | —Unverified | 0 |
| Encoding Temporal Statistical-space Priors via Augmented Representation | Jan 30, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Dynamical Survival Analysis with Controlled Latent States | Jan 30, 2024 | ManagementSurvival Analysis | CodeCode Available | 0 |
| Diffusion model for relational inference | Jan 30, 2024 | Imputationmodel | CodeCode Available | 0 |
| Sparse Portfolio Selection via Topological Data Analysis based Clustering | Jan 30, 2024 | ClusteringTime Series | —Unverified | 0 |
| Time Series Supplier Allocation via Deep Black-Litterman Model | Jan 30, 2024 | NavigateTime Series | —Unverified | 0 |
| Addressing Distribution Shift in Time Series Forecasting with Instance Normalization Flows | Jan 30, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Symbolic-numeric algorithm for parameter estimation in discrete-time models with | Jan 29, 2024 | parameter estimationTime Series | CodeCode Available | 0 |
| Validation, Robustness, and Accuracy of Perturbation-Based Sensitivity Analysis Methods for Time-Series Deep Learning Models | Jan 29, 2024 | AttributeDeep Learning | —Unverified | 0 |
| Efficient Observation Time Window Segmentation for Administrative Data Machine Learning | Jan 29, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TrackGPT -- A generative pre-trained transformer for cross-domain entity trajectory forecasting | Jan 29, 2024 | Time SeriesTrajectory Forecasting | —Unverified | 0 |
| Evaluation of k-means time series clustering based on z-normalization and NP-Free | Jan 28, 2024 | ClusteringTime Series | —Unverified | 0 |
| GT-PCA: Effective and Interpretable Dimensionality Reduction with General Transform-Invariant Principal Component Analysis | Jan 28, 2024 | Dimensionality ReductionTime Series | CodeCode Available | 0 |
| Treatment of Epistemic Uncertainty in Conjunction Analysis with Dempster-Shafer Theory | Jan 28, 2024 | Time Series | —Unverified | 0 |
| Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform | Jan 28, 2024 | Time Series | CodeCode Available | 0 |
| Benchmarking with MIMIC-IV, an irregular, spare clinical time series dataset | Jan 27, 2024 | BenchmarkingTime Series | —Unverified | 0 |
| SCANIA Component X Dataset: A Real-World Multivariate Time Series Dataset for Predictive Maintenance | Jan 26, 2024 | Anomaly DetectionSurvival Analysis | —Unverified | 0 |
| Fuzzy clustering of circular time series based on a new dependence measure with applications to wind data | Jan 26, 2024 | ClusteringTime Series | —Unverified | 0 |
| Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection | Jan 26, 2024 | Anomaly DetectionKnowledge Distillation | —Unverified | 0 |
| Discovering group dynamics in coordinated time series via hierarchical recurrent switching-state models | Jan 26, 2024 | Time Series | —Unverified | 0 |
| Interpreting Time Series Transformer Models and Sensitivity Analysis of Population Age Groups to COVID-19 Infections | Jan 26, 2024 | Decision MakingSensitivity | CodeCode Available | 0 |
| A Survey of Deep Learning and Foundation Models for Time Series Forecasting | Jan 25, 2024 | Deep LearningKnowledge Graphs | —Unverified | 0 |
| Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection | Jan 25, 2024 | Anomaly DetectionDiversity | —Unverified | 0 |
| Dynamic Long-Term Time-Series Forecasting via Meta Transformer Networks | Jan 25, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Self and mutually exciting point process embedding flexible residuals and intensity with discretely Markovian dynamics | Jan 25, 2024 | Time Series | —Unverified | 0 |
| MTRGL:Effective Temporal Correlation Discerning through Multi-modal Temporal Relational Graph Learning | Jan 25, 2024 | Deep LearningGraph Learning | —Unverified | 0 |
| Weakly supervised covariance matrices alignment through Stiefel matrices estimation for MEG applications | Jan 24, 2024 | Domain AdaptationTime Series | —Unverified | 0 |
| TNANet: A Temporal-Noise-Aware Neural Network for Suicidal Ideation Prediction with Noisy Physiological Data | Jan 23, 2024 | Binary ClassificationPhotoplethysmography (PPG) | —Unverified | 0 |
| Sparse identification of nonlinear dynamics in the presence of library and system uncertainty | Jan 23, 2024 | Time Series | —Unverified | 0 |
| pyAKI - An Open Source Solution to Automated KDIGO classification | Jan 23, 2024 | Time Series | —Unverified | 0 |