| On the balance between the training time and interpretability of neural ODE for time series modelling | Jun 7, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TSFEDL: A Python Library for Time Series Spatio-Temporal Feature Extraction and Prediction using Deep Learning (with Appendices on Detailed Network Architectures and Experimental Cases of Study) | Jun 7, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Spatial-Temporal Adaptive Graph Convolution with Attention Network for Traffic Forecasting | Jun 7, 2022 | Graph AttentionTime Series | —Unverified | 0 |
| Robust Time Series Dissimilarity Measure for Outlier Detection and Periodicity Detection | Jun 7, 2022 | Dynamic Time WarpingOutlier Detection | —Unverified | 0 |
| Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data | Jun 6, 2022 | Representation LearningSelf-Supervised Learning | —Unverified | 0 |
| DDPG based on multi-scale strokes for financial time series trading strategy | Jun 5, 2022 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Using Connectome Features to Constrain Echo State Networks | Jun 5, 2022 | ClusteringPrediction | —Unverified | 0 |
| Interpretable Mixture of Experts | Jun 5, 2022 | Decision MakingMixture-of-Experts | —Unverified | 0 |
| Forecasting the production of Distillate Fuel Oil Refinery and Propane Blender net production by using Time Series Algorithms | Jun 4, 2022 | Production ForecastingTime Series | —Unverified | 0 |
| Geodesic Properties of a Generalized Wasserstein Embedding for Time Series Analysis | Jun 4, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Human Activity Recognition on Time Series Accelerometer Sensor Data using LSTM Recurrent Neural Networks | Jun 3, 2022 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Constraints on parameter choices for successful reservoir computing | Jun 3, 2022 | PredictionTime Series | —Unverified | 0 |
| Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules | Jun 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Generating Sparse Counterfactual Explanations For Multivariate Time Series | Jun 2, 2022 | counterfactualGenerative Adversarial Network | CodeCode Available | 0 |
| Learning code summarization from a small and local dataset | Jun 2, 2022 | Code SummarizationTime Series | —Unverified | 0 |
| Data Imputation for Multivariate Time Series Sensor Data with Large Gaps of Missing Data | Jun 1, 2022 | ImputationTime Series | CodeCode Available | 0 |
| Sentiment Analysis of Homeric Text: The 1st Book of Iliad | Jun 1, 2022 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Visualizing Parliamentary Speeches as Networks: the DYLEN Tool | Jun 1, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| SolarGAN: Synthetic Annual Solar Irradiance Time Series on Urban Building Facades via Deep Generative Networks | Jun 1, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction | Jun 1, 2022 | Meta-Learningregression | —Unverified | 0 |
| SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series | May 31, 2022 | Contrastive LearningDimensionality Reduction | CodeCode Available | 1 |
| A novel approach to rating transition modelling via Machine Learning and SDEs on Lie groups | May 31, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Robust Projection based Anomaly Extraction (RPE) in Univariate Time-Series | May 31, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting | May 31, 2022 | Decision MakingInductive Bias | —Unverified | 0 |
| FEW SHOT CROP MAPPING USING TRANSFORMERS AND TRANSFER LEARNING WITH SENTINEL-2 TIME SERIES: CASE OF KAIROUAN TUNISIA | May 30, 2022 | ClassificationTime Series | —Unverified | 0 |