| Taming the Long Tail of Deep Probabilistic Forecasting | Feb 27, 2022 | PrognosisTime Series | —Unverified | 0 |
| Regularized Bilinear Discriminant Analysis for Multivariate Time Series Data | Feb 26, 2022 | Model SelectionTime Series | —Unverified | 0 |
| Capturing Actionable Dynamics with Structured Latent Ordinary Differential Equations | Feb 25, 2022 | quantile regressionTime Series | CodeCode Available | 0 |
| Mental State Classification Using Multi-graph Features | Feb 25, 2022 | ClassificationEEG | —Unverified | 0 |
| Stacked Residuals of Dynamic Layers for Time Series Anomaly Detection | Feb 25, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Evolutionary scheduling of university activities based on consumption forecasts to minimise electricity costs | Feb 25, 2022 | SchedulingTime Series | CodeCode Available | 0 |
| Novel techniques for improving NNetEn entropy calculation for short and noisy time series | Feb 25, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Long-Term Missing Value Imputation for Time Series Data Using Deep Neural Networks | Feb 25, 2022 | ImputationMissing Values | —Unverified | 0 |
| Sequential asset ranking in nonstationary time series | Feb 24, 2022 | regressionTime Series | —Unverified | 0 |
| Predicting the impact of treatments over time with uncertainty aware neural differential equations | Feb 24, 2022 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| Robust Probabilistic Time Series Forecasting | Feb 24, 2022 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Simulating Network Paths with Recurrent Buffering Units | Feb 23, 2022 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation | Feb 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Nowcasting the Financial Time Series with Streaming Data Analytics under Apache Spark | Feb 23, 2022 | regressionTime Series | —Unverified | 0 |
| Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting | Feb 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Neural Generalised AutoRegressive Conditional Heteroskedasticity | Feb 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| NeuroView-RNN: It's About Time | Feb 23, 2022 | Decision MakingTime Series | —Unverified | 0 |
| NetRCA: An Effective Network Fault Cause Localization Algorithm | Feb 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Recurrent Modelling of Granger Causality with Latent Confounding | Feb 23, 2022 | DecoderTime Series | —Unverified | 0 |
| Learning Fast and Slow for Online Time Series Forecasting | Feb 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting | Feb 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Macroeconomic Effect of Uncertainty and Financial Shocks: a non-Gaussian VAR approach | Feb 22, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Learning Dynamics and Structure of Complex Systems Using Graph Neural Networks | Feb 22, 2022 | Inductive BiasTime Series | —Unverified | 0 |
| Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks | Feb 22, 2022 | Domain AdaptationTime Series | CodeCode Available | 1 |
| PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs | Feb 22, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |