| Unraveling the "Anomaly" in Time Series Anomaly Detection: A Self-supervised Tri-domain Solution | Nov 19, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss | Nov 19, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Large Pre-trained time series models for cross-domain Time series analysis tasks | Nov 19, 2023 | Self-Supervised LearningTime Series | CodeCode Available | 1 |
| Self-Distilled Representation Learning for Time Series | Nov 19, 2023 | Contrastive LearningRepresentation Learning | —Unverified | 0 |
| Informative Priors Improve the Reliability of Multimodal Clinical Data Classification | Nov 17, 2023 | Time SeriesVariational Inference | —Unverified | 0 |
| SEA++: Multi-Graph-based High-Order Sensor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation | Nov 17, 2023 | Domain AdaptationTime Series | —Unverified | 0 |
| Growth-rate distributions of gut microbiota time series | Nov 17, 2023 | Time Series | —Unverified | 0 |
| Evolving Domain Adaptation of Pretrained Language Models for Text Classification | Nov 16, 2023 | Domain AdaptationStance Detection | —Unverified | 0 |
| A Knowledge Distillation Approach for Sepsis Outcome Prediction from Multivariate Clinical Time Series | Nov 16, 2023 | Knowledge DistillationTime Series | —Unverified | 0 |
| Identifying Systems with Symmetries using Equivariant Autoregressive Reservoir Computers | Nov 16, 2023 | Time Series | —Unverified | 0 |
| Inherently Interpretable Time Series Classification via Multiple Instance Learning | Nov 16, 2023 | Decision MakingMultiple Instance Learning | CodeCode Available | 1 |
| Measure of Dependence for Financial Time-Series | Nov 15, 2023 | Time Series | —Unverified | 0 |
| A Multimodal Dataset of 21,412 Recorded Nights for Sleep and Respiratory Research | Nov 15, 2023 | Heart Rate VariabilityTime Series | —Unverified | 0 |
| Approaching adverse event detection utilizing transformers on clinical time-series | Nov 15, 2023 | Anomaly DetectionEvent Detection | —Unverified | 0 |
| On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series | Nov 15, 2023 | Deep LearningTime Series | —Unverified | 0 |
| Structured Estimation of Heterogeneous Time Series | Nov 15, 2023 | Time Series | —Unverified | 0 |
| Application Research of Spline Interpolation and ARIMA in the Field of Stock Market Forecasting | Nov 14, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Mixture of Coupled HMMs for Robust Modeling of Multivariate Healthcare Time Series | Nov 14, 2023 | Missing ValuesTime Series | CodeCode Available | 0 |
| Modeling Complex Disease Trajectories using Deep Generative Models with Semi-Supervised Latent Processes | Nov 14, 2023 | Time SeriesUncertainty Quantification | CodeCode Available | 0 |
| PEMS: Pre-trained Epidemic Time-series Models | Nov 14, 2023 | Self-Supervised LearningTime Series | —Unverified | 0 |
| USLR: an open-source tool for unbiased and smooth longitudinal registration of brain MR | Nov 14, 2023 | Bayesian InferenceImage Segmentation | CodeCode Available | 0 |
| Two-Stage Aggregation with Dynamic Local Attention for Irregular Time Series | Nov 13, 2023 | Irregular Time SeriesTime Series | —Unverified | 0 |
| Revisiting Cont's Stylized Facts for Modern Stock Markets | Nov 13, 2023 | Time Series | —Unverified | 0 |
| Temporal Performance Prediction for Deep Convolutional Long Short-Term Memory Networks | Nov 13, 2023 | Autonomous DrivingSemantic Segmentation | —Unverified | 0 |
| A Hypothesis on Good Practices for AI-based Systems for Financial Time Series Forecasting: Towards Domain-Driven XAI Methods | Nov 13, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Estimating optical vegetation indices and biophysical variables for temperate forests with Sentinel-1 SAR data using machine learning techniques: A case study for Czechia | Nov 13, 2023 | AutoMLTime Series | CodeCode Available | 0 |
| Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions | Nov 13, 2023 | Data IntegrationKnowledge Graphs | —Unverified | 0 |
| Analyzing and Predicting Low-Listenership Trends in a Large-Scale Mobile Health Program: A Preliminary Investigation | Nov 13, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| TSViT: A Time Series Vision Transformer for Fault Diagnosis | Nov 12, 2023 | DiagnosticFault Diagnosis | —Unverified | 0 |
| DeepQC: A Deep Learning System for Automatic Quality Control of In-situ Soil Moisture Sensor Time Series Data | Nov 12, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective | Nov 10, 2023 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Frequency-domain MLPs are More Effective Learners in Time Series Forecasting | Nov 10, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| k-Parameter Approach for False In-Season Anomaly Suppression in Daily Time Series Anomaly Detection | Nov 10, 2023 | Anomaly DetectionPosition | —Unverified | 0 |
| Time Scale Network: A Shallow Neural Network For Time Series Data | Nov 10, 2023 | EEGSeizure prediction | —Unverified | 0 |
| Doubly Robust Structure Identification from Temporal Data | Nov 10, 2023 | Time Series | —Unverified | 0 |
| Improving Computational Efficiency for Powered Descent Guidance via Transformer-based Tight Constraint Prediction | Nov 9, 2023 | Computational EfficiencyTime Series | CodeCode Available | 1 |
| Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations | Nov 8, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Causal Inference on Investment Constraints and Non-stationarity in Dynamic Portfolio Optimization through Reinforcement Learning | Nov 8, 2023 | Causal InferenceManagement | —Unverified | 0 |
| Machine-learning optimized measurements of chaotic dynamical systems via the information bottleneck | Nov 8, 2023 | Time Series | —Unverified | 0 |
| Multi-resolution Time-Series Transformer for Long-term Forecasting | Nov 7, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| CNN-Based Structural Damage Detection using Time-Series Sensor Data | Nov 7, 2023 | Structural Health MonitoringTime Series | —Unverified | 0 |
| Generative learning for nonlinear dynamics | Nov 7, 2023 | Learning TheoryState Space Models | —Unverified | 0 |
| PT-Tuning: Bridging the Gap between Time Series Masked Reconstruction and Forecasting via Prompt Token Tuning | Nov 7, 2023 | DecoderRepresentation Learning | —Unverified | 0 |
| Discret2Di -- Deep Learning based Discretization for Model-based Diagnosis | Nov 6, 2023 | Deep LearningTime Series | —Unverified | 0 |
| Few-shot Learning using Data Augmentation and Time-Frequency Transformation for Time Series Classification | Nov 6, 2023 | Data AugmentationFew-Shot Learning | —Unverified | 0 |
| MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization | Nov 6, 2023 | ManagementPosition | CodeCode Available | 1 |
| Dynamic Neural Fields for Learning Atlases of 4D Fetal MRI Time-series | Nov 6, 2023 | Time Series | CodeCode Available | 0 |
| TS-Diffusion: Generating Highly Complex Time Series with Diffusion Models | Nov 6, 2023 | DecoderMissing Values | —Unverified | 0 |
| Optimal Estimation Methodologies for Panel Data Regression Models | Nov 6, 2023 | Econometricsregression | —Unverified | 0 |
| Sketching Multidimensional Time Series for Fast Discord Mining | Nov 5, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |