| SutraNets: Sub-series Autoregressive Networks for Long-Sequence, Probabilistic Forecasting | Dec 22, 2023 | Time Series | —Unverified | 0 |
| Time-changed normalizing flows for accurate SDE modeling | Dec 22, 2023 | Gaussian ProcessesTime Series | —Unverified | 0 |
| Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting | Dec 22, 2023 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| Deep Non-Parametric Time Series Forecaster | Dec 22, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Image-based Data Representations of Time Series: A Comparative Analysis in EEG Artifact Detection | Dec 21, 2023 | Artifact DetectionEEG | —Unverified | 0 |
| Hawkes-based cryptocurrency forecasting via Limit Order Book data | Dec 21, 2023 | Point ProcessesTime Series | —Unverified | 0 |
| SE(3)-Equivariant and Noise-Invariant 3D Rigid Motion Tracking in Brain MRI | Dec 21, 2023 | Time Series | CodeCode Available | 1 |
| Self-supervised Complex Network for Machine Sound Anomaly Detection | Dec 21, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| Fine-grained Forecasting Models Via Gaussian Process Blurring Effect | Dec 21, 2023 | DenoisingImage Generation | CodeCode Available | 0 |
| Fold Bifurcation Identification through Scientific Machine Learning | Dec 21, 2023 | Time Series | —Unverified | 0 |
| Behaviour Modelling of Social Animals via Causal Structure Discovery and Graph Neural Networks | Dec 21, 2023 | Time Series | CodeCode Available | 0 |
| Evolutionary Optimization of 1D-CNN for Non-contact Respiration Pattern Classification | Dec 20, 2023 | Anomaly DetectionClassification | —Unverified | 0 |
| Class Conditional Time Series Generation with Structured Noise Space GAN | Dec 20, 2023 | Time SeriesTime Series Generation | —Unverified | 0 |
| Neural Stochastic Differential Equations with Change Points: A Generative Adversarial Approach | Dec 20, 2023 | Change Point DetectionTime Series | —Unverified | 0 |
| AutoXPCR: Automated Multi-Objective Model Selection for Time Series Forecasting | Dec 20, 2023 | AutoMLMeta-Learning | CodeCode Available | 0 |
| Leveraging Sample Entropy for Enhanced Volatility Measurement and Prediction in International Oil Price Returns | Dec 20, 2023 | Decision Makingregression | —Unverified | 0 |
| Second-order Confidence Network for Early Classification of Time Series | Dec 19, 2023 | Early ClassificationTime Series | —Unverified | 0 |
| Hyperspectral Lightcurve Inversion for Attitude Determination | Dec 19, 2023 | Time Series | —Unverified | 0 |
| POND: Multi-Source Time Series Domain Adaptation with Information-Aware Prompt Tuning | Dec 19, 2023 | Activity RecognitionDomain Adaptation | —Unverified | 0 |
| Time-Series Contrastive Learning against False Negatives and Class Imbalance | Dec 19, 2023 | Contrastive LearningRepresentation Learning | —Unverified | 0 |
| Gaussian process learning of nonlinear dynamics | Dec 19, 2023 | Bayesian Inferenceparameter estimation | CodeCode Available | 1 |
| When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly Detection | Dec 19, 2023 | Anomaly DetectionTest-time Adaptation | CodeCode Available | 1 |
| An Alternate View on Optimal Filtering in an RKHS | Dec 19, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Volume-Preserving Transformers for Learning Time Series Data with Structure | Dec 18, 2023 | Time Series | CodeCode Available | 1 |
| Inferring the Graph of Networked Dynamical Systems under Partial Observability and Spatially Colored Noise | Dec 18, 2023 | Time Series | —Unverified | 0 |
| News Signals: An NLP Library for Text and Time Series | Dec 18, 2023 | ArticlesTime Series | —Unverified | 0 |
| Change points detection in crime-related time series: an on-line fuzzy approach based on a shape space representation | Dec 18, 2023 | Change Point DetectionEconometrics | —Unverified | 0 |
| Time-Transformer: Integrating Local and Global Features for Better Time Series Generation | Dec 18, 2023 | Data AugmentationDecoder | CodeCode Available | 1 |
| ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series | Dec 17, 2023 | Time SeriesTime Series Classification | CodeCode Available | 1 |
| Label-Free Multivariate Time Series Anomaly Detection | Dec 17, 2023 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| The Dynamic Triple Gamma Prior as a Shrinkage Process Prior for Time-Varying Parameter Models | Dec 16, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Amortized Reparametrization: Efficient and Scalable Variational Inference for Latent SDEs | Dec 16, 2023 | Time SeriesVariational Inference | CodeCode Available | 1 |
| Event-Based Contrastive Learning for Medical Time Series | Dec 16, 2023 | Contrastive LearningDecision Making | CodeCode Available | 0 |
| Operator-learning-inspired Modeling of Neural Ordinary Differential Equations | Dec 16, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Spatial-Temporal DAG Convolutional Networks for End-to-End Joint Effective Connectivity Learning and Resting-State fMRI Classification | Dec 16, 2023 | Time SeriesTime Series Classification | —Unverified | 0 |
| Enhanced Spatio- Temporal Image Encoding for Online Human Activity Recognition | Dec 15, 2023 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 0 |
| A Remark on Concept Drift for Dependent Data | Dec 15, 2023 | Time Series | CodeCode Available | 0 |
| ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors | Dec 15, 2023 | BenchmarkingClassification | —Unverified | 0 |
| TSRNet: Simple Framework for Real-time ECG Anomaly Detection with Multimodal Time and Spectrogram Restoration Network | Dec 15, 2023 | Anomaly DetectionRhythm | CodeCode Available | 1 |
| PAC-Bayes Generalisation Bounds for Dynamical Systems Including Stable RNNs | Dec 15, 2023 | Time Series | CodeCode Available | 0 |
| Beyond Empirical Windowing: An Attention-Based Approach for Trust Prediction in Autonomous Vehicles | Dec 15, 2023 | Autonomous VehiclesState Estimation | —Unverified | 0 |
| Prediction of rare events in the operation of household equipment using co-evolving time series | Dec 15, 2023 | regressionTime Series | —Unverified | 0 |
| Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark | Dec 15, 2023 | Activity RecognitionDomain Adaptation | CodeCode Available | 1 |
| CGS-Mask: Making Time Series Predictions Intuitive for All | Dec 15, 2023 | AllDecision Making | —Unverified | 0 |
| Entropy Causal Graphs for Multivariate Time Series Anomaly Detection | Dec 15, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Offshore Wind Plant Instance Segmentation Using Sentinel-1 Time Series, GIS, and Semantic Segmentation Models | Dec 14, 2023 | Instance SegmentationSegmentation | —Unverified | 0 |
| Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting | Dec 14, 2023 | ManagementRepresentation Learning | CodeCode Available | 1 |
| auto-sktime: Automated Time Series Forecasting | Dec 13, 2023 | AutoMLBayesian Optimization | CodeCode Available | 1 |
| Time Series Diffusion Method: A Denoising Diffusion Probabilistic Model for Vibration Signal Generation | Dec 13, 2023 | DenoisingFault Diagnosis | —Unverified | 0 |
| Predictive variational autoencoder for learning robust representations of time-series data | Dec 12, 2023 | Model SelectionTime Series | —Unverified | 0 |