| 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 |
| Are we certain it's anomalous? | Nov 16, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| SETAR-Tree: A Novel and Accurate Tree Algorithm for Global Time Series Forecasting | Nov 16, 2022 | regressionTAR | CodeCode Available | 1 |
| Backdoor Attacks on Time Series: A Generative Approach | Nov 15, 2022 | Time SeriesTime Series Analysis | 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 |
| Wearable-based Human Activity Recognition with Spatio-Temporal Spiking Neural Networks | Nov 14, 2022 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| WindowSHAP: An Efficient Framework for Explaining Time-series Classifiers based on Shapley Values | Nov 11, 2022 | CPUTime Series | 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 |
| 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 |
| Probabilistic Decomposition Transformer for Time Series Forecasting | Oct 31, 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 |
| TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting | Oct 26, 2022 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| Sinusoidal Frequency Estimation by Gradient Descent | Oct 26, 2022 | parameter estimationTime 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 |
| Soil moisture estimation from Sentinel-1 interferometric observations over arid regions | Oct 18, 2022 | Soil moisture estimationTime Series | CodeCode Available | 1 |
| Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling | Oct 18, 2022 | ImputationIrregular Time Series | CodeCode Available | 1 |