| On Robust Inference in Time Series Regression | Mar 8, 2022 | regressionTime Series | —Unverified | 0 |
| Exploring Physical-Based Constraints in Short-Term Load Forecasting: A Defense Mechanism Against Cyberattack | Mar 7, 2022 | Load ForecastingState Estimation | —Unverified | 0 |
| Multivariate Time Series Forecasting with Latent Graph Inference | Mar 7, 2022 | Computational EfficiencyMultivariate Time Series Forecasting | —Unverified | 0 |
| Evaluating State of the Art, Forecasting Ensembles- and Meta-learning Strategies for Model Fusion | Mar 7, 2022 | Ensemble LearningMeta-Learning | —Unverified | 0 |
| Bayesian Bilinear Neural Network for Predicting the Mid-price Dynamics in Limit-Order Book Markets | Mar 7, 2022 | EconometricsTime Series | —Unverified | 0 |
| S-Rocket: Selective Random Convolution Kernels for Time Series Classification | Mar 7, 2022 | Combinatorial Optimizationregression | CodeCode Available | 1 |
| Automated Few-Shot Time Series Forecasting based on Bi-level Programming | Mar 7, 2022 | Decision MakingFew-Shot Learning | —Unverified | 0 |
| KPF-AE-LSTM: A Deep Probabilistic Model for Net-Load Forecasting in High Solar Scenarios | Mar 5, 2022 | Load ForecastingTime Series | —Unverified | 0 |
| Deep Sequence Modeling for Pressure Controlled Mechanical Ventilation | Mar 4, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Comparison of LSTM autoencoder based deep learning enabled Bayesian inference using two time series reconstruction approaches | Mar 3, 2022 | Bayesian InferenceTime Series | —Unverified | 0 |
| Interpretable Latent Variables in Deep State Space Models | Mar 3, 2022 | DecoderState Space Models | —Unverified | 0 |
| Calculation of Sub-bands 1,2,5,6 for 64-Point Complex FFT and Its extension to N (=2^N) Point FFT | Mar 3, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Early Time-Series Classification Algorithms: An Empirical Comparison | Mar 3, 2022 | ClassificationTime Series | —Unverified | 0 |
| DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations | Mar 3, 2022 | Decision MakingDisentanglement | CodeCode Available | 1 |
| Bayesian Spillover Graphs for Dynamic Networks | Mar 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Q-network using reservoir computing with multi-layered readout | Mar 3, 2022 | Reinforcement Learning (RL)Time Series | —Unverified | 0 |
| ES-dRNN with Dynamic Attention for Short-Term Load Forecasting | Mar 2, 2022 | Load ForecastingTime Series | CodeCode Available | 1 |
| Boosted Ensemble Learning based on Randomized NNs for Time Series Forecasting | Mar 2, 2022 | Ensemble LearningTime Series | —Unverified | 0 |
| Parallel Spatio-Temporal Attention-Based TCN for Multivariate Time Series Prediction | Mar 2, 2022 | PredictionTime Series | —Unverified | 0 |
| Wearable Sensor-Based Human Activity Recognition with Transformer Model | Mar 1, 2022 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| Path sampling of recurrent neural networks by incorporating known physics | Mar 1, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Molecular Dynamics of Polymer-lipids in Solution from Supervised Machine Learning | Mar 1, 2022 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| Hierarchical Linear Dynamical System for Representing Notes from Recorded Audio | Feb 27, 2022 | ClassificationSegmentation | —Unverified | 0 |
| Architectural Optimization and Feature Learning for High-Dimensional Time Series Datasets | Feb 27, 2022 | DiagnosticTime Series | —Unverified | 0 |
| ONE-NAS: An Online NeuroEvolution based Neural Architecture Search for Time Series Forecasting | Feb 27, 2022 | Neural Architecture SearchTime Series | —Unverified | 0 |
| 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 |