| Time Series Prediction under Distribution Shift using Differentiable Forgetting | Jul 23, 2022 | PredictionTime Series | CodeCode Available | 0 |
| Anomaly Detection for Fraud in Cryptocurrency Time Series | Jul 23, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Augmented Bilinear Network for Incremental Multi-Stock Time-Series Classification | Jul 23, 2022 | ClassificationTime Series | —Unverified | 0 |
| Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect | Jul 22, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Fast strategies for multi-temporal speckle reduction of Sentinel-1 GRD images | Jul 22, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Latent Space Unsupervised Semantic Segmentation | Jul 22, 2022 | Change Point DetectionSegmentation | —Unverified | 0 |
| POP: Mining POtential Performance of new fashion products via webly cross-modal query expansion | Jul 22, 2022 | New Product Sales ForecastingTime Series | CodeCode Available | 0 |
| Time-Varying Poisson Autoregression | Jul 22, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Estimating value at risk: LSTM vs. GARCH | Jul 21, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Efficiency of the Moscow Stock Exchange before 2022 | Jul 21, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation | Jul 21, 2022 | Demand ForecastingProbabilistic Time Series Forecasting | —Unverified | 0 |
| Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms | Jul 19, 2022 | Adversarial AttackMultivariate Time Series Forecasting | CodeCode Available | 5 |
| Using Neural Networks by Modelling Semi-Active Shock Absorber | Jul 19, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Convolutional Neural Network Approach to Supernova Time-Series Classification | Jul 19, 2022 | ClassificationTime Series | —Unverified | 0 |
| Probabilistic Reconciliation of Count Time Series | Jul 19, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| RESAM: Requirements Elicitation and Specification for Deep-Learning Anomaly Models with Applications to UAV Flight Controllers | Jul 18, 2022 | Anomaly DetectionDiagnostic | —Unverified | 0 |
| Testing for explosive bubbles: a review | Jul 17, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Task-aware Similarity Learning for Event-triggered Time Series | Jul 17, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Mitigating Data Redundancy to Revitalize Transformer-based Long-Term Time Series Forecasting System | Jul 16, 2022 | Data AugmentationDecoder | CodeCode Available | 0 |
| Transfer learning for time series classification using synthetic data generation | Jul 16, 2022 | Classificationregression | CodeCode Available | 1 |
| Multiscale Causal Structure Learning | Jul 16, 2022 | Computational EfficiencyTime Series | —Unverified | 0 |
| Greykite: Deploying Flexible Forecasting at Scale at LinkedIn | Jul 15, 2022 | Anomaly DetectionTime Series | CodeCode Available | 3 |
| A Probabilistic Autoencoder for Type Ia Supernovae Spectral Time Series | Jul 15, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Outlier detection of vital sign trajectories from COVID-19 patients | Jul 15, 2022 | Outlier DetectionTime Series | CodeCode Available | 0 |
| MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images | Jul 14, 2022 | Mortality PredictionPhenotype classification | CodeCode Available | 1 |
| StockBot: Using LSTMs to Predict Stock Prices | Jul 14, 2022 | Decision MakingTime Series | CodeCode Available | 0 |
| Rethinking Attention Mechanism in Time Series Classification | Jul 14, 2022 | ClassificationKnowledge Distillation | —Unverified | 0 |
| A Hybrid Approach on Conditional GAN for Portfolio Analysis | Jul 13, 2022 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Synthesis of Parametric Hybrid Automata from Time Series | Jul 13, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| River Surface Patch-wise Detector Using Mixture Augmentation for Scum-cover-index | Jul 13, 2022 | DiversityImage Augmentation | —Unverified | 0 |
| Learning Deep Time-index Models for Time Series Forecasting | Jul 13, 2022 | Inductive BiasMeta-Learning | CodeCode Available | 2 |
| Dateformer: Time-modeling Transformer for Longer-term Series Forecasting | Jul 12, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Wasserstein multivariate auto-regressive models for modeling distributional time series | Jul 12, 2022 | Graph LearningTime Series | CodeCode Available | 0 |
| Improved Batching Strategy For Irregular Time-Series ODE | Jul 12, 2022 | Irregular Time SeriesTime Series | —Unverified | 0 |
| IMG-NILM: A Deep learning NILM approach using energy heatmaps | Jul 12, 2022 | Deep LearningNon-Intrusive Load Monitoring | —Unverified | 0 |
| Markovian Gaussian Process Variational Autoencoders | Jul 12, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A multi-level interpretable sleep stage scoring system by infusing experts' knowledge into a deep network architecture | Jul 11, 2022 | Decision MakingEEG | —Unverified | 0 |
| Towards Neural Numeric-To-Text Generation From Temporal Personal Health Data | Jul 11, 2022 | Data SummarizationDecoder | CodeCode Available | 0 |
| Domain Adaptation Under Behavioral and Temporal Shifts for Natural Time Series Mobile Activity Recognition | Jul 10, 2022 | Activity RecognitionContrastive Learning | CodeCode Available | 0 |
| Deep Transformer Model with Pre-Layer Normalization for COVID-19 Growth Prediction | Jul 10, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Out-of-Distribution Detection in Time-Series Domain: A Novel Seasonal Ratio Scoring Approach | Jul 9, 2022 | Out-of-Distribution DetectionOut of Distribution (OOD) Detection | CodeCode Available | 0 |
| Dynamic Time Warping based Adversarial Framework for Time-Series Domain | Jul 9, 2022 | Adversarial RobustnessDynamic Time Warping | CodeCode Available | 0 |
| Adversarial Framework with Certified Robustness for Time-Series Domain via Statistical Features | Jul 9, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis | Jul 9, 2022 | Data AugmentationDynamic Time Warping | CodeCode Available | 0 |
| Convolutional Neural Networks for Time-dependent Classification of Variable-length Time Series | Jul 8, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Seasonal Encoder-Decoder Architecture for Forecasting | Jul 8, 2022 | DecoderTime Series | —Unverified | 0 |
| Causal Discovery using Model Invariance through Knockoff Interventions | Jul 8, 2022 | Causal Discoverymodel | CodeCode Available | 0 |
| Memory-free Online Change-point Detection: A Novel Neural Network Approach | Jul 8, 2022 | Change Point DetectionTime Series | CodeCode Available | 1 |
| HierarchicalForecast: A Reference Framework for Hierarchical Forecasting in Python | Jul 7, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 2 |
| Semi-unsupervised Learning for Time Series Classification | Jul 7, 2022 | ClassificationTime Series | CodeCode Available | 0 |