| TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis | Oct 3, 2024 | Irregular Time SeriesPhenotype classification | —Unverified | 0 |
| Plots Unlock Time-Series Understanding in Multimodal Models | Oct 3, 2024 | Activity RecognitionTime Series | —Unverified | 0 |
| Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting | Oct 3, 2024 | Contrastive LearningDenoising | CodeCode Available | 0 |
| Demand Forecasting in Supply Chain Management for Rossmann Stores Using Weather Enhanced Deep Learning Model | Oct 2, 2024 | Demand ForecastingManagement | —Unverified | 0 |
| Incorporating Metabolic Information into LLMs for Anomaly Detection in Clinical Time-Series | Oct 2, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 3 |
| FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting | Oct 2, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Model Comparisons: XNet Outperforms KAN | Oct 2, 2024 | Kolmogorov-Arnold Networksmodel | —Unverified | 0 |
| MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting | Oct 2, 2024 | Multivariate Time Series ForecastingMultivariate Time Series Forecastingm | CodeCode Available | 3 |
| TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Advancing Spatio-temporal Storm Surge Prediction with Hierarchical Deep Neural Networks | Oct 1, 2024 | Time Series | —Unverified | 0 |
| Recovering Time-Varying Networks From Single-Cell Data | Oct 1, 2024 | Meta-LearningTime Series | —Unverified | 0 |
| Bayes-CATSI: A variational Bayesian deep learning framework for medical time series data imputation | Oct 1, 2024 | EEGElectromyography (EMG) | CodeCode Available | 0 |
| Asymmetrically connected reservoir networks learn better | Oct 1, 2024 | Time Series | —Unverified | 0 |
| Deep Multimodal Fusion for Semantic Segmentation of Remote Sensing Earth Observation Data | Oct 1, 2024 | Earth ObservationSegmentation | —Unverified | 0 |
| AR-Sieve Bootstrap for the Random Forest and a simulation-based comparison with rangerts time series prediction | Oct 1, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data | Oct 1, 2024 | Maximum SeparationRepresentation Learning | —Unverified | 0 |
| Detecting Structural breakpoints in natural gas and electricity wholesale prices via Bayesian ensemble approach, in the era of energy prices turmoil of 2022 period: the cases of ten European markets | Sep 30, 2024 | Time Series | —Unverified | 0 |
| GARCH-Informed Neural Networks for Volatility Prediction in Financial Markets | Sep 30, 2024 | PredictionTime Series | —Unverified | 0 |
| StreamEnsemble: Predictive Queries over Spatiotemporal Streaming Data | Sep 30, 2024 | Time Series | —Unverified | 0 |
| A SSM is Polymerized from Multivariate Time Series | Sep 30, 2024 | MambaState Space Models | CodeCode Available | 0 |
| TSI: A Multi-View Representation Learning Approach for Time Series Forecasting | Sep 30, 2024 | Representation LearningTime Series | CodeCode Available | 0 |
| Frequency Adaptive Normalization For Non-stationary Time Series Forecasting | Sep 30, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series Classification | Sep 30, 2024 | Model SelectionTime Series | CodeCode Available | 0 |
| Stream-level flow matching with Gaussian processes | Sep 30, 2024 | Gaussian ProcessesTime Series | CodeCode Available | 0 |