| Spatio-Temporal Meta-Graph Learning for Traffic Forecasting | Nov 27, 2022 | DecoderGraph Learning | CodeCode Available | 1 |
| Neural Superstatistics for Bayesian Estimation of Dynamic Cognitive Models | Nov 23, 2022 | Bayesian InferenceTime Series | CodeCode Available | 1 |
| Finding active galactic nuclei through Fink | Nov 20, 2022 | Active LearningBinary Classification | CodeCode Available | 1 |
| SETAR-Tree: A Novel and Accurate Tree Algorithm for Global Time Series Forecasting | Nov 16, 2022 | regressionTAR | CodeCode Available | 1 |
| Are we certain it's anomalous? | Nov 16, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Backdoor Attacks on Time Series: A Generative Approach | Nov 15, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Wearable-based Human Activity Recognition with Spatio-Temporal Spiking Neural Networks | Nov 14, 2022 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| Advancing the State-of-the-Art for ECG Analysis through Structured State Space Models | Nov 14, 2022 | ECG ClassificationState Space Models | CodeCode Available | 1 |
| Efficient Integration of Multi-Order Dynamics and Internal Dynamics in Stock Movement Prediction | Nov 11, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| WindowSHAP: An Efficient Framework for Explaining Time-series Classifiers based on Shapley Values | Nov 11, 2022 | CPUTime Series | CodeCode Available | 1 |
| Deep Learning for Time Series Anomaly Detection: A Survey | Nov 9, 2022 | Anomaly DetectionDeep Learning | CodeCode Available | 1 |
| Automatic Change-Point Detection in Time Series via Deep Learning | Nov 7, 2022 | Change Point DetectionDeep Learning | CodeCode Available | 1 |
| A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting | Nov 5, 2022 | Anomaly Detectionregression | CodeCode Available | 1 |
| Learning Task-Aware Effective Brain Connectivity for fMRI Analysis with Graph Neural Networks | Nov 1, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Spatial-Temporal Synchronous Graph Transformer network (STSGT) for COVID-19 forecasting | Oct 31, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Diffusion models for missing value imputation in tabular data | Oct 31, 2022 | ImputationMissing Values | CodeCode Available | 1 |
| Probabilistic Decomposition Transformer for Time Series Forecasting | Oct 31, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Sinusoidal Frequency Estimation by Gradient Descent | Oct 26, 2022 | parameter estimationTime Series | CodeCode Available | 1 |
| TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting | Oct 26, 2022 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| FingerFlex: Inferring Finger Trajectories from ECoG signals | Oct 23, 2022 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 |
| SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data | Oct 22, 2022 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Neural ODEs as Feedback Policies for Nonlinear Optimal Control | Oct 20, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis | Oct 18, 2022 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling | Oct 18, 2022 | ImputationIrregular Time Series | CodeCode Available | 1 |
| Soil moisture estimation from Sentinel-1 interferometric observations over arid regions | Oct 18, 2022 | Soil moisture estimationTime Series | CodeCode Available | 1 |
| 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 |
