| 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 |
