| Temporal Graph ODEs for Irregularly-Sampled Time Series | Apr 30, 2024 | Graph Representation LearningRepresentation Learning | CodeCode Available | 1 |
| BrainODE: Dynamic Brain Signal Analysis via Graph-Aided Neural Ordinary Differential Equations | Apr 30, 2024 | Irregular Time SeriesMissing Values | —Unverified | 0 |
| Game-MUG: Multimodal Oriented Game Situation Understanding and Commentary Generation Dataset | Apr 30, 2024 | Time Series | —Unverified | 0 |
| Seeing Through the Clouds: Cloud Gap Imputation with Prithvi Foundation Model | Apr 30, 2024 | Generative Adversarial NetworkImputation | CodeCode Available | 0 |
| Learning Sparse High-Dimensional Matrix-Valued Graphical Models From Dependent Data | Apr 29, 2024 | Time Series | —Unverified | 0 |
| Quantitative Tools for Time Series Analysis in Natural Language Processing: A Practitioners Guide | Apr 29, 2024 | EconometricsSociology | CodeCode Available | 0 |
| Evaluating the effectiveness of predicting covariates in LSTM Networks for Time Series Forecasting | Apr 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Time Series Data Augmentation as an Imbalanced Learning Problem | Apr 29, 2024 | Data AugmentationTime Series | CodeCode Available | 0 |
| Time Machine GPT | Apr 29, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| M3H: Multimodal Multitask Machine Learning for Healthcare | Apr 29, 2024 | Binary ClassificationPatient Phenotyping | —Unverified | 0 |
| A Survey on Diffusion Models for Time Series and Spatio-Temporal Data | Apr 29, 2024 | Anomaly DetectionImputation | CodeCode Available | 4 |
| CVTN: Cross Variable and Temporal Integration for Time Series Forecasting | Apr 29, 2024 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| AdaFSNet: Time Series Classification Based on Convolutional Network with a Adaptive and Effective Kernel Size Configuration | Apr 28, 2024 | ClassificationTime Series | —Unverified | 0 |
| LINOCS: Lookahead Inference of Networked Operators for Continuous Stability | Apr 28, 2024 | Time Series | —Unverified | 0 |
| Evaluating ROCKET and Catch22 features for calf behaviour classification from accelerometer data using Machine Learning models | Apr 28, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| Sub-Adjacent Transformer: Improving Time Series Anomaly Detection with Reconstruction Error from Sub-Adjacent Neighborhoods | Apr 27, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| A symbolic information approach applied to human intracranial data to characterize and distinguish different congnitive processes | Apr 27, 2024 | Time Series | —Unverified | 0 |
| Critical Review for One-class Classification: recent advances and the reality behind them | Apr 27, 2024 | Binary ClassificationClassification | —Unverified | 0 |
| DeepVARMA: A Hybrid Deep Learning and VARMA Model for Chemical Industry Index Forecasting | Apr 26, 2024 | PredictionTime Series | —Unverified | 0 |
| Separation capacity of linear reservoirs with random connectivity matrix | Apr 26, 2024 | Time Series | —Unverified | 0 |
| Any-Quantile Probabilistic Forecasting of Short-Term Electricity Demand | Apr 26, 2024 | Demand ForecastingTime Series | CodeCode Available | 0 |
| Efficient Deterministic Renewable Energy Forecasting Guided by Multiple-Location Weather Data | Apr 26, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Online Data Augmentation for Forecasting with Deep Learning | Apr 25, 2024 | Data AugmentationDeep Learning | CodeCode Available | 0 |
| Riding Wavelets: A Method to Discover New Classes of Price Jumps | Apr 25, 2024 | Time Series | —Unverified | 0 |
| NeuroKoopman Dynamic Causal Discovery | Apr 25, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| Evaluating Large Language Models on Time Series Feature Understanding: A Comprehensive Taxonomy and Benchmark | Apr 25, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Cross-sensor super-resolution of irregularly sampled Sentinel-2 time series | Apr 25, 2024 | Earth ObservationImage Super-Resolution | CodeCode Available | 1 |
| DeepKalPose: An Enhanced Deep-Learning Kalman Filter for Temporally Consistent Monocular Vehicle Pose Estimation | Apr 25, 2024 | Pose EstimationTime Series | —Unverified | 0 |
| Review of Data-centric Time Series Analysis from Sample, Feature, and Period | Apr 24, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting | Apr 24, 2024 | Computational EfficiencyMamba | —Unverified | 0 |
| Machine-Learned Closure of URANS for Stably Stratified Turbulence: Connecting Physical Timescales & Data Hyperparameters of Deep Time-Series Models | Apr 24, 2024 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges | Apr 24, 2024 | Drug DesignInductive Bias | CodeCode Available | 2 |
| Fourier Series Guided Design of Quantum Convolutional Neural Networks for Enhanced Time Series Forecasting | Apr 23, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Clustering of timed sequences -- Application to the analysis of care pathways | Apr 23, 2024 | ClusteringTime Series | —Unverified | 0 |
| SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting | Apr 23, 2024 | MambaTime Series | CodeCode Available | 3 |
| Estimating the Distribution of Parameters in Differential Equations with Repeated Cross-Sectional Data | Apr 23, 2024 | parameter estimationTime Series | —Unverified | 0 |
| Using ARIMA to Predict the Expansion of Subscriber Data Consumption | Apr 23, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Fidelitous Augmentation of Human Accelerometric Data for Deep Learning | Apr 22, 2024 | Deep LearningDiversity | —Unverified | 0 |
| SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion | Apr 22, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 3 |
| Capturing Momentum: Tennis Match Analysis Using Machine Learning and Time Series Theory | Apr 20, 2024 | Feature ImportanceTime Series | —Unverified | 0 |
| Towards Robust Real-Time Hardware-based Mobile Malware Detection using Multiple Instance Learning Formulation | Apr 19, 2024 | Malware DetectionMultiple Instance Learning | —Unverified | 0 |
| On the Asymmetric Volatility Connectedness | Apr 19, 2024 | Time Series | —Unverified | 0 |
| Warped Time Series Anomaly Detection | Apr 18, 2024 | Anomaly DetectionDynamic Time Warping | —Unverified | 0 |
| Toward Short-Term Glucose Prediction Solely Based on CGM Time Series | Apr 18, 2024 | Decision MakingManagement | —Unverified | 0 |
| KnotResolver: Tracking self-intersecting filaments in microscopy using directed graphs | Apr 18, 2024 | Contour DetectionObject Tracking | CodeCode Available | 0 |
| Using a Local Surrogate Model to Interpret Temporal Shifts in Global Annual Data | Apr 18, 2024 | Feature Importancefeature selection | —Unverified | 0 |
| SGRU: A High-Performance Structured Gated Recurrent Unit for Traffic Flow Prediction | Apr 18, 2024 | Time Series | —Unverified | 0 |
| Variational quantization for state space models | Apr 17, 2024 | QuantizationState Space Models | CodeCode Available | 0 |
| Language Models Still Struggle to Zero-shot Reason about Time Series | Apr 17, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Estimation for conditional moment models based on martingale difference divergence | Apr 17, 2024 | Time Series | —Unverified | 0 |