| Stock Price Prediction Using Time Series, Econometric, Machine Learning, and Deep Learning Models | Nov 1, 2021 | Stock Price PredictionTime Series | —Unverified | 0 |
| Brain dynamics via Cumulative Auto-Regressive Self-Attention | Nov 1, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Continuous Convolutional Neural Networks: Coupled Neural PDE and ODE | Oct 30, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| ECG synthesis with Neural ODE and GAN models | Oct 30, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Robust and efficient change point detection using novel multivariate rank-energy GoF test | Oct 29, 2021 | Change Point DetectionTime Series | —Unverified | 0 |
| Aligned Multi-Task Gaussian Process | Oct 29, 2021 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations | Oct 29, 2021 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Improved FRQI on superconducting processors and its restrictions in the NISQ era | Oct 29, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Click-Based Student Performance Prediction: A Clustering Guided Meta-Learning Approach | Oct 28, 2021 | ClusteringMeta-Learning | —Unverified | 0 |
| Multi-Task Neural Processes | Oct 28, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Physics-Driven Learning of Wasserstein GAN for Density Reconstruction in Dynamic Tomography | Oct 28, 2021 | Generative Adversarial NetworkTime Series | CodeCode Available | 0 |
| Coresets for Time Series Clustering | Oct 28, 2021 | ClusteringTime Series | —Unverified | 0 |
| Using Time-Series Privileged Information for Provably Efficient Learning of Prediction Models | Oct 28, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deeptime: a Python library for machine learning dynamical models from time series data | Oct 28, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Warped Dynamic Linear Models for Time Series of Counts | Oct 27, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| GACAN: Graph Attention-Convolution-Attention Networks for Traffic Forecasting Based on Multi-granularity Time Series | Oct 27, 2021 | Graph AttentionTime Series | —Unverified | 0 |
| Forecasting with a Panel Tobit Model | Oct 27, 2021 | modelTime Series | —Unverified | 0 |
| Validation Methods for Energy Time Series Scenarios from Deep Generative Models | Oct 27, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Testing and Estimating Structural Breaks in Time Series and Panel Data in Stata | Oct 27, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data | Oct 27, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| ClaSP - Time Series Segmentation | Oct 26, 2021 | Change Point DetectionSegmentation | CodeCode Available | 1 |
| Combining Recurrent, Convolutional, and Continuous-time Models with Linear State-Space Layers | Oct 26, 2021 | Computational Efficiencyimage-classification | —Unverified | 0 |
| Cluster-and-Conquer: A Framework For Time-Series Forecasting | Oct 26, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Explicit Duration Switching Models for Time Series | Oct 26, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Non-Gaussian Gaussian Processes for Few-Shot Regression | Oct 26, 2021 | Few-Shot LearningGaussian Processes | CodeCode Available | 1 |
| Data-Driven Time Series Reconstruction for Modern Power Systems Research | Oct 26, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Applying Regression Conformal Prediction with Nearest Neighbors to time series data | Oct 25, 2021 | Conformal PredictionPrediction | —Unverified | 0 |
| Probabilistic Hierarchical Forecasting with Deep Poisson Mixtures | Oct 25, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On Learning Prediction-Focused Mixtures | Oct 25, 2021 | PredictionTime Series | —Unverified | 0 |
| Neural Flows: Efficient Alternative to Neural ODEs | Oct 25, 2021 | Computational EfficiencyDensity Estimation | CodeCode Available | 1 |
| Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition | Oct 25, 2021 | Action RecognitionAction Recognition In Videos | CodeCode Available | 1 |
| Contrastive Neural Processes for Self-Supervised Learning | Oct 24, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| A Pipeline for Graph-Based Monitoring of the Changes in the Information Space of Russian Social Media during the Lockdown | Oct 24, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Neural Networks on EEG Signals to Predict Auditory Attention Score Using Gramian Angular Difference Field | Oct 24, 2021 | Deep LearningEEG | —Unverified | 0 |
| Path Signature Area-Based Causal Discovery in Coupled Time Series | Oct 23, 2021 | Causal DiscoveryGraph structure learning | CodeCode Available | 0 |
| Reconstruction of Sentinel-2 Time Series Using Robust Gaussian Mixture Models -- Application to the Detection of Anomalous Crop Development in wheat and rapeseed crops | Oct 22, 2021 | ImputationMissing Values | —Unverified | 0 |
| Clustering Market Regimes using the Wasserstein Distance | Oct 22, 2021 | ClusteringTime Series | CodeCode Available | 0 |
| DMS, AE, DAA: methods and applications of adaptive time series model selection, ensemble, and financial evaluation | Oct 21, 2021 | Model SelectionTime Series | CodeCode Available | 0 |
| An Empirical Evaluation of Time-Series Feature Sets | Oct 21, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| High-resolution rainfall-runoff modeling using graph neural network | Oct 21, 2021 | Data IntegrationDeep Learning | —Unverified | 0 |
| Stock exchange shares ranking and binary-ternary compressive coding | Oct 20, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Adversarial attacks against Bayesian forecasting dynamic models | Oct 20, 2021 | regressionTime Series | —Unverified | 0 |
| The R package sentometrics to compute, aggregate and predict with textual sentiment | Oct 20, 2021 | ArticlesSentiment Analysis | —Unverified | 0 |
| Power Line Communication and Sensing Using Time Series Forecasting | Oct 19, 2021 | DiagnosticTime Series | —Unverified | 0 |
| Forecasting Market Prices using DL with Data Augmentation and Meta-learning: ARIMA still wins! | Oct 19, 2021 | Data AugmentationDeep Learning | —Unverified | 0 |
| Random Feature Approximation for Online Nonlinear Graph Topology Identification | Oct 19, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Graph-based Local Climate Classification in Iran | Oct 18, 2021 | ClassificationTime Series | —Unverified | 0 |
| SentimentArcs: A Novel Method for Self-Supervised Sentiment Analysis of Time Series Shows SOTA Transformers Can Struggle Finding Narrative Arcs | Oct 18, 2021 | Self-Supervised LearningSentiment Analysis | CodeCode Available | 1 |
| Towards Better Long-range Time Series Forecasting using Generative Adversarial Networks | Oct 17, 2021 | Generative Adversarial NetworkTime Series | —Unverified | 0 |
| Using Clinical Drug Representations for Improving Mortality and Length of Stay Predictions | Oct 17, 2021 | Mortality PredictionTime Series | CodeCode Available | 0 |