| Entropy Approximation by Machine Learning Regression: Application for Irregularity Evaluation of Images in Remote Sensing | Oct 13, 2022 | regressionTime Series | —Unverified | 0 |
| Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning | Oct 13, 2022 | Data AugmentationTime Series | CodeCode Available | 1 |
| Multi-Content Time-Series Popularity Prediction with Multiple-Model Transformers in MEC Networks | Oct 12, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting | Oct 12, 2022 | Graph GenerationGraph structure learning | CodeCode Available | 1 |
| Deterioration Prediction using Time-Series of Three Vital Signs and Current Clinical Features Amongst COVID-19 Patients | Oct 12, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Counterfactual Estimation with Categorical Background Variables | Oct 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Class-Specific Explainability for Deep Time Series Classifiers | Oct 11, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Energy-Efficient Deployment of Machine Learning Workloads on Neuromorphic Hardware | Oct 10, 2022 | Edge-computingimage-classification | —Unverified | 0 |
| Mining Causality from Continuous-time Dynamics Models: An Application to Tsunami Forecasting | Oct 10, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Self-explaining Hierarchical Model for Intraoperative Time Series | Oct 10, 2022 | modelTime Series | CodeCode Available | 0 |
| Multi-Task Dynamical Systems | Oct 8, 2022 | Multi-Task LearningTime Series | CodeCode Available | 0 |
| ANFIS-based prediction of power generation for combined cycle power plant | Oct 7, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts | Oct 7, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Temporal Spatial Decomposition and Fusion Network for Time Series Forecasting | Oct 6, 2022 | Feature Engineeringfeature selection | —Unverified | 0 |
| Interpreting County Level COVID-19 Infection and Feature Sensitivity using Deep Learning Time Series Models | Oct 6, 2022 | Deep LearningFeature Importance | CodeCode Available | 0 |
| Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural Networks | Oct 6, 2022 | Mortality PredictionPrognosis | CodeCode Available | 0 |
| From Rules to Regs: A Structural Topic Model of Collusion Research | Oct 6, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting | Oct 6, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Inference on Causal Effects of Interventions in Time using Gaussian Processes | Oct 6, 2022 | Gaussian ProcessesTime Series | —Unverified | 0 |
| GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks | Oct 5, 2022 | Data AugmentationGenerative Adversarial Network | —Unverified | 0 |
| Learning Video-independent Eye Contact Segmentation from In-the-Wild Videos | Oct 5, 2022 | Contact DetectionSegmentation | CodeCode Available | 0 |
| Feature Importance for Time Series Data: Improving KernelSHAP | Oct 5, 2022 | Event DetectionFeature Importance | —Unverified | 0 |
| Efficient probabilistic reconciliation of forecasts for real-valued and count time series | Oct 5, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Transformer-based conditional generative adversarial network for multivariate time series generation | Oct 5, 2022 | Data AugmentationGenerative Adversarial Network | CodeCode Available | 1 |
| Stock Volatility Prediction using Time Series and Deep Learning Approach | Oct 5, 2022 | Deep LearningTime Series | —Unverified | 0 |
| The Local to Unity Dynamic Tobit Model | Oct 5, 2022 | modelTime Series | —Unverified | 0 |
| Tripletformer for Probabilistic Interpolation of Irregularly sampled Time Series | Oct 5, 2022 | AstronomyDecoder | CodeCode Available | 0 |
| TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis | Oct 5, 2022 | Action RecognitionAnomaly Detection | CodeCode Available | 6 |
| DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density Estimation | Oct 5, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting | Oct 4, 2022 | Multivariate Time Series ForecastingSelf-Supervised Learning | —Unverified | 0 |
| Learning Signal Temporal Logic through Neural Network for Interpretable Classification | Oct 4, 2022 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Nonparametric and Regularized Dynamical Wasserstein Barycenters for Sequential Observations | Oct 4, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Connecting Surrogate Safety Measures to Crash Probablity via Causal Probabilistic Time Series Prediction | Oct 4, 2022 | counterfactualOpen-Ended Question Answering | —Unverified | 0 |
| Fast Saturating Gate for Learning Long Time Scales with Recurrent Neural Networks | Oct 4, 2022 | Computational EfficiencyTime Series | —Unverified | 0 |
| Homotopy-based training of NeuralODEs for accurate dynamics discovery | Oct 4, 2022 | Time Series | CodeCode Available | 0 |
| Review of Clustering Methods for Functional Data | Oct 3, 2022 | ClusteringTime Series | —Unverified | 0 |
| Unsupervised Model Selection for Time-series Anomaly Detection | Oct 3, 2022 | Anomaly Detectionmodel | CodeCode Available | 1 |
| Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction | Oct 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Grouped self-attention mechanism for a memory-efficient Transformer | Oct 2, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers | Oct 2, 2022 | Pose EstimationPose Tracking | CodeCode Available | 0 |
| Finding Scientific Topics in Continuously Growing Text Corpora | Oct 1, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Robust Trajectory-based Density Estimation for Geometric Structure Recovery: Theory and Applications | Oct 1, 2022 | Activity RecognitionDensity Estimation | —Unverified | 0 |
| Solar Power Time Series Forecasting Utilising Wavelet Coefficients | Oct 1, 2022 | Predictionregression | —Unverified | 0 |
| A Sequence-Aware Recommendation Method Based on Complex Networks | Sep 30, 2022 | Matrix CompletionRecommendation Systems | —Unverified | 0 |
| Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning | Sep 30, 2022 | ECG ClassificationKnowledge Distillation | CodeCode Available | 1 |
| A Multi-label Time Series Classification Approach for Non-intrusive Water End-Use Monitoring | Sep 30, 2022 | ClassificationMulti-Label Classification | —Unverified | 0 |
| Fast Inference for Quantile Regression with Tens of Millions of Observations | Sep 29, 2022 | quantile regressionregression | —Unverified | 0 |
| A case study of spatiotemporal forecasting techniques for weather forecasting | Sep 29, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Explainable classification of astronomical uncertain time series | Sep 28, 2022 | ClassificationTime Series | —Unverified | 0 |
| Happy or grumpy? A Machine Learning Approach to Analyze the Sentiment of Airline Passengers' Tweets | Sep 28, 2022 | Lexical AnalysisSentiment Analysis | —Unverified | 0 |