| Dynamic Topological Data Analysis of Functional Human Brain Networks | Oct 17, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID | Oct 13, 2022 | ManagementTime Series | CodeCode Available | 1 |
| Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning | Oct 13, 2022 | Data AugmentationTime Series | CodeCode Available | 1 |
| Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting | Oct 12, 2022 | Graph GenerationGraph structure learning | CodeCode Available | 1 |
| Deep Counterfactual Estimation with Categorical Background Variables | Oct 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density Estimation | Oct 5, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| Transformer-based conditional generative adversarial network for multivariate time series generation | Oct 5, 2022 | Data AugmentationGenerative Adversarial Network | CodeCode Available | 1 |
| Learning Signal Temporal Logic through Neural Network for Interpretable Classification | Oct 4, 2022 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Unsupervised Model Selection for Time-series Anomaly Detection | Oct 3, 2022 | Anomaly Detectionmodel | CodeCode Available | 1 |
| Finding Scientific Topics in Continuously Growing Text Corpora | Oct 1, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning | Sep 30, 2022 | ECG ClassificationKnowledge Distillation | CodeCode Available | 1 |
| A Deep Learning Approach to Analyzing Continuous-Time Systems | Sep 25, 2022 | Deep LearningTime Series | CodeCode Available | 1 |
| DeepVARwT: Deep Learning for a VAR Model with Trend | Sep 21, 2022 | Deep LearningTime Series | CodeCode Available | 1 |
| Dataset: Impact Events for Structural Health Monitoring of a Plastic Thin Plate | Sep 20, 2022 | Structural Health MonitoringTime Series | CodeCode Available | 1 |
| PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting | Sep 20, 2022 | Language ModellingRepresentation Learning | CodeCode Available | 1 |
| Understanding of the properties of neural network approaches for transient light curve approximations | Sep 15, 2022 | Gaussian ProcessesTime Series | CodeCode Available | 1 |
| TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack | Sep 14, 2022 | Adversarial Attackglobal-optimization | CodeCode Available | 1 |
| Scalable Spatiotemporal Graph Neural Networks | Sep 14, 2022 | Temporal SequencesTime Series | CodeCode Available | 1 |
| Autoencoder Based Iterative Modeling and Multivariate Time-Series Subsequence Clustering Algorithm | Sep 9, 2022 | ClusteringClustering Algorithms Evaluation | CodeCode Available | 1 |
| W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series Forecasting | Sep 8, 2022 | Anomaly DetectionRecommendation Systems | CodeCode Available | 1 |
| MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian | Sep 1, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| ARMA Cell: A Modular and Effective Approach for Neural Autoregressive Modeling | Aug 31, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Light curve completion and forecasting using fast and scalable Gaussian processes (MuyGPs) | Aug 31, 2022 | Gaussian ProcessesPose Estimation | CodeCode Available | 1 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Global RTK Positioning in Graphical State Space | Aug 27, 2022 | PositionTime Series | CodeCode Available | 1 |
