| Topological Attention for Time Series Forecasting | Jul 19, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Long-term series forecasting with Query Selector -- efficient model of sparse attention | Jul 19, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| ProfileSR-GAN: A GAN based Super-Resolution Method for Generating High-Resolution Load Profiles | Jul 18, 2021 | Generative Adversarial NetworkNon-Intrusive Load Monitoring | —Unverified | 0 |
| A Method for Estimating the Entropy of Time Series Using Artificial Neural Networks | Jul 18, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| STRODE: Stochastic Boundary Ordinary Differential Equation | Jul 17, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Neural Contextual Anomaly Detection for Time Series | Jul 16, 2021 | Anomaly DetectionContextual Anomaly Detection | CodeCode Available | 1 |
| Estimating covariant Lyapunov vectors from data | Jul 16, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time Series Anomaly Detection for Smart Grids: A Survey | Jul 16, 2021 | Anomaly DetectionSurvey | —Unverified | 0 |
| Online Graph Topology Learning from Matrix-valued Time Series | Jul 16, 2021 | Graph LearningTime Series | —Unverified | 0 |
| Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks | Jul 16, 2021 | Cloud RemovalEarth Observation | CodeCode Available | 1 |
| Integrating LSTMs and GNNs for COVID-19 Forecasting | Jul 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Model-free prediction of emergence of extreme events in a parametrically driven nonlinear dynamical system by Deep Learning | Jul 14, 2021 | Deep LearningTime Series | —Unverified | 0 |
| Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests | Jul 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| On the short term stability of financial ARCH price processes | Jul 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Smoothed Bernstein Online Aggregation for Day-Ahead Electricity Demand Forecasting | Jul 13, 2021 | Additive modelsDemand Forecasting | —Unverified | 0 |
| Fast-Slow Streamflow Model Using Mass-Conserving LSTM | Jul 13, 2021 | modelTime Series | —Unverified | 0 |
| Deep Autoregressive Models with Spectral Attention | Jul 13, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Multiplicative Error Models: 20 years on | Jul 13, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Wasserstein GAN: Deep Generation applied on Bitcoins financial time series | Jul 13, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Learning interaction rules from multi-animal trajectories via augmented behavioral models | Jul 12, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Automated Label Generation for Time Series Classification with Representation Learning: Reduction of Label Cost for Training | Jul 12, 2021 | Representation LearningTime Series | —Unverified | 0 |
| Sliding Spectrum Decomposition for Diversified Recommendation | Jul 12, 2021 | DiversityRecommendation Systems | —Unverified | 0 |
| Out-of-Distribution Dynamics Detection: RL-Relevant Benchmarks and Results | Jul 11, 2021 | Reinforcement Learning (RL)Time Series | CodeCode Available | 1 |
| STR-GODEs: Spatial-Temporal-Ridership Graph ODEs for Metro Ridership Prediction | Jul 11, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Transformer-Based Behavioral Representation Learning Enables Transfer Learning for Mobile Sensing in Small Datasets | Jul 9, 2021 | Representation LearningTime Series | —Unverified | 0 |
| A deep convolutional neural network that is invariant to time rescaling | Jul 9, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Physics-informed generative neural network: an application to troposphere temperature prediction | Jul 8, 2021 | PredictionTime Series | —Unverified | 0 |
| Ensembles of Randomized NNs for Pattern-based Time Series Forecasting | Jul 8, 2021 | DiversityTime Series | —Unverified | 0 |
| Generation of Synthetic Multi-Resolution Time Series Load Data | Jul 8, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Short-term Renewable Energy Forecasting in Greece using Prophet Decomposition and Tree-based Ensembles | Jul 8, 2021 | Feature EngineeringTime Series | CodeCode Available | 1 |
| A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware | Jul 8, 2021 | Question AnsweringTime Series | CodeCode Available | 1 |
| Deep Metric Learning Model for Imbalanced Fault Diagnosis | Jul 8, 2021 | Fault Diagnosisimbalanced classification | —Unverified | 0 |
| Probabilistic Time Series Forecasting with Implicit Quantile Networks | Jul 8, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 |
| Synthetic Time-Series Load Data via Conditional Generative Adversarial Networks | Jul 8, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Numerical approximation of hybrid Poisson-jump Ait-Sahalia-type interest rate model with delay | Jul 8, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On the Use of Time Series Kernel and Dimensionality Reduction to Identify the Acquisition of Antimicrobial Multidrug Resistance in the Intensive Care Unit | Jul 7, 2021 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Multi-modal Affect Analysis using standardized data within subjects in the Wild | Jul 7, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Measuring Financial Time Series Similarity With a View to Identifying Profitable Stock Market Opportunities | Jul 7, 2021 | Future predictionPrediction | CodeCode Available | 1 |
| Keiki: Towards Realistic Danmaku Generation via Sequential GANs | Jul 7, 2021 | DiversityTime Series | CodeCode Available | 1 |
| CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation | Jul 7, 2021 | Audio SynthesisImage Generation | CodeCode Available | 1 |
| Comparing seven methods for state-of-health time series prediction for the lithium-ion battery packs of forklifts | Jul 6, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Early Recognition of Ball Catching Success in Clinical Trials with RNN-Based Predictive Classification | Jul 6, 2021 | ClassificationDecision Making | —Unverified | 0 |
| EVARS-GPR: EVent-triggered Augmented Refitting of Gaussian Process Regression for Seasonal Data | Jul 6, 2021 | Change Point DetectionData Augmentation | CodeCode Available | 0 |
| Low-Rank Temporal Attention-Augmented Bilinear Network for financial time-series forecasting | Jul 5, 2021 | PredictionTime Series | —Unverified | 0 |
| Near-optimal inference in adaptive linear regression | Jul 5, 2021 | Active Learningregression | —Unverified | 0 |
| Detecting Faults during Automatic Screwdriving: A Dataset and Use Case of Anomaly Detection for Automatic Screwdriving | Jul 5, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| Gradient Importance Learning for Incomplete Observations | Jul 5, 2021 | ImputationMissing Values | CodeCode Available | 0 |
| Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface | Jul 4, 2021 | Scene UnderstandingTime Series | —Unverified | 0 |
| Randomized Neural Networks for Forecasting Time Series with Multiple Seasonality | Jul 4, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Data-Driven Method for Recognizing Automated Negotiation Strategies | Jul 3, 2021 | Feature EngineeringTime Series | —Unverified | 0 |