| 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 |
