| CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification | Mar 8, 2022 | Representation LearningSelf-Supervised Learning | —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 |
| S-Rocket: Selective Random Convolution Kernels for Time Series Classification | Mar 7, 2022 | Combinatorial Optimizationregression | CodeCode Available | 1 |
| 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 |
| 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 |
| Taming the Long Tail of Deep Probabilistic Forecasting | Feb 27, 2022 | PrognosisTime Series | —Unverified | 0 |
| Architectural Optimization and Feature Learning for High-Dimensional Time Series Datasets | Feb 27, 2022 | DiagnosticTime Series | —Unverified | 0 |