| 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 |
| Spatial-Temporal Adaptive Graph Convolution with Attention Network for Traffic Forecasting | Jun 7, 2022 | Graph AttentionTime Series | —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 |
| 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 |
| Interpretable Mixture of Experts | Jun 5, 2022 | Decision MakingMixture-of-Experts | —Unverified | 0 |
| Using Connectome Features to Constrain Echo State Networks | Jun 5, 2022 | ClusteringPrediction | —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 |
| Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction | Jun 1, 2022 | Meta-Learningregression | —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 |
| Robust Projection based Anomaly Extraction (RPE) in Univariate Time-Series | May 31, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| 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 |
| VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting | May 31, 2022 | Decision MakingInductive Bias | —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 |
| 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 |
| Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks | May 30, 2022 | Audio ClassificationImage Classification | CodeCode Available | 0 |
| A Review and Evaluation of Elastic Distance Functions for Time Series Clustering | May 30, 2022 | ClusteringDynamic Time Warping | —Unverified | 0 |
| Temporal Multiresolution Graph Neural Networks For Epidemic Prediction | May 30, 2022 | Graph LearningPrediction | CodeCode Available | 0 |
| CHALLENGER: Training with Attribution Maps | May 30, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting | May 28, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| Towards a Design Framework for TNN-Based Neuromorphic Sensory Processing Units | May 27, 2022 | Clusteringimage-classification | —Unverified | 0 |
| Generating multivariate time series with COmmon Source CoordInated GAN (COSCI-GAN) | May 27, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Finding Patterns in Visualized Data by Adding Redundant Visual Information | May 27, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Efficient Forecasting of Large Scale Hierarchical Time Series via Multilevel Clustering | May 27, 2022 | ClusteringTime Series | —Unverified | 0 |
| Deep Generators on Commodity Markets; application to Deep Hedging | May 27, 2022 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Topological Hidden Markov Models | May 26, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Self-supervised Pretraining and Transfer Learning Enable Flu and COVID-19 Predictions in Small Mobile Sensing Datasets | May 26, 2022 | Dimensionality ReductionRepresentation Learning | —Unverified | 0 |
| Are Transformers Effective for Time Series Forecasting? | May 26, 2022 | Anomaly DetectionRelation Extraction | CodeCode Available | 4 |
| Sparse Graph Learning from Spatiotemporal Time Series | May 26, 2022 | Graph LearningInductive Bias | CodeCode Available | 1 |
| Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations | May 26, 2022 | ImputationMultivariate Time Series Imputation | CodeCode Available | 1 |
| Learning the spatio-temporal relationship between wind and significant wave height using deep learning | May 26, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Conformal Prediction Intervals with Temporal Dependence | May 25, 2022 | Conformal PredictionPrediction | CodeCode Available | 0 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Towards Symbolic Time Series Representation Improved by Kernel Density Estimators | May 25, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Analytics of Business Time Series Using Machine Learning and Bayesian Inference | May 25, 2022 | Bayesian InferenceBIG-bench Machine Learning | —Unverified | 0 |
| TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series | May 25, 2022 | ClassificationExplainable artificial intelligence | CodeCode Available | 0 |
| Accelerating hydrodynamic simulations of urban drainage systems with physics-guided machine learning | May 24, 2022 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| FreDo: Frequency Domain-based Long-Term Time Series Forecasting | May 24, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| UMSNet: An Universal Multi-sensor Network for Human Activity Recognition | May 24, 2022 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| MOSPAT: AutoML based Model Selection and Parameter Tuning for Time Series Anomaly Detection | May 24, 2022 | Anomaly DetectionAutoML | CodeCode Available | 5 |