| NTS-NOTEARS: Learning Nonparametric DBNs With Prior Knowledge | Sep 9, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting | Sep 4, 2021 | Irregular Time SeriesRepresentation Learning | CodeCode Available | 1 |
| Transformer Networks for Data Augmentation of Human Physical Activity Recognition | Sep 2, 2021 | Activity RecognitionData Augmentation | CodeCode Available | 1 |
| MrSQM: Fast Time Series Classification with Symbolic Representations | Sep 2, 2021 | Classificationfeature selection | CodeCode Available | 1 |
| A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting | Sep 2, 2021 | AttributeMulti-Task Learning | CodeCode Available | 1 |
| Bilinear Input Normalization for Neural Networks in Financial Forecasting | Sep 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting | Aug 29, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| S&P 500 Stock Price Prediction Using Technical, Fundamental and Text Data | Aug 24, 2021 | BIG-bench Machine LearningPrediction | CodeCode Available | 1 |
| DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction | Aug 20, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| AGNet: Weighing Black Holes with Deep Learning | Aug 17, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| Single cortical neurons as deep artificial neural networks | Aug 10, 2021 | Time Series | CodeCode Available | 1 |
| Predicting in-hospital mortality by combining clinical notes with time-series data | Aug 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Multi-module Recurrent Convolutional Neural Network with Transformer Encoder for ECG Arrhythmia Classification | Aug 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks | Jul 31, 2021 | Graph Neural NetworkImputation | CodeCode Available | 1 |
| Temporal Dependencies in Feature Importance for Time Series Predictions | Jul 29, 2021 | Feature ImportanceTime Series | CodeCode Available | 1 |
| Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series | Jul 29, 2021 | ImputationMortality Prediction | CodeCode Available | 1 |
| Heteroscedastic Temporal Variational Autoencoder For Irregular Time Series | Jul 23, 2021 | Deep LearningIrregular Time Series | CodeCode Available | 1 |
| Generative adversarial networks in time series: A survey and taxonomy | Jul 23, 2021 | SurveyTime Series | CodeCode Available | 1 |
| Long-term series forecasting with Query Selector -- efficient model of sparse attention | Jul 19, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| 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 |
| Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks | Jul 16, 2021 | Cloud RemovalEarth Observation | CodeCode Available | 1 |
| Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests | Jul 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Integrating LSTMs and GNNs for COVID-19 Forecasting | Jul 14, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Deep Autoregressive Models with Spectral Attention | Jul 13, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
