| Stock Trend Prediction: A Semantic Segmentation Approach | Mar 9, 2023 | PredictionSemantic Segmentation | —Unverified | 0 |
| Multi-task Meta Label Correction for Time Series Prediction | Mar 9, 2023 | Contrastive LearningData Visualization | CodeCode Available | 0 |
| Depression Diagnosis and Drug Response Prediction via Recurrent Neural Networks and Transformers Utilizing EEG Signals | Mar 9, 2023 | Drug Response PredictionEEG | —Unverified | 0 |
| Efficient Certified Training and Robustness Verification of Neural ODEs | Mar 9, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Distributional Vector Autoregression: Eliciting Macro and Financial Dependence | Mar 9, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| On the Soundness of XAI in Prognostics and Health Management (PHM) | Mar 9, 2023 | Explainable Artificial Intelligence (XAI)Management | CodeCode Available | 0 |
| On the Benefits of Biophysical Synapses | Mar 8, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Multimodal Multi-User Surface Recognition with the Kernel Two-Sample Test | Mar 8, 2023 | BenchmarkingTime Series | CodeCode Available | 0 |
| Self-contained Beta-with-Spikes Approximation for Inference Under a Wright-Fisher Model | Mar 8, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Mining the contribution of intensive care clinical course to outcome after traumatic brain injury | Mar 8, 2023 | Data IntegrationMissing Values | CodeCode Available | 0 |
| Robust Multimodal Fusion for Human Activity Recognition | Mar 8, 2023 | Activity RecognitionDenoising | —Unverified | 0 |
| Vector Quantized Time Series Generation with a Bidirectional Prior Model | Mar 8, 2023 | Image GenerationQuantization | CodeCode Available | 1 |
| A Kalman Filter Framework for Resolving 3D Displacement Field Time Series By Combining Multitrack Multitemporal InSAR and GNSS Horizontal Velocities | Mar 7, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| TinyAD: Memory-efficient anomaly detection for time series data in Industrial IoT | Mar 7, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| Root Cause Identification for Collective Anomalies in Time Series given an Acyclic Summary Causal Graph with Loops | Mar 7, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Robust Dominant Periodicity Detection for Time Series with Missing Data | Mar 6, 2023 | Missing ValuesTime Series | —Unverified | 0 |
| Time series anomaly detection with reconstruction-based state-space models | Mar 6, 2023 | Anomaly DetectionDecoder | CodeCode Available | 0 |
| eCDANs: Efficient Temporal Causal Discovery from Autocorrelated and Non-stationary Data (Student Abstract) | Mar 6, 2023 | Causal DiscoveryTime Series | —Unverified | 0 |
| Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders | Mar 4, 2023 | Causal InferenceIrregular Time Series | —Unverified | 0 |
| Synthetic ECG Signal Generation using Probabilistic Diffusion Models | Mar 4, 2023 | DenoisingTime Series | CodeCode Available | 1 |
| Data Augmentation for Generating Synthetic Electrogastrogram Time Series | Mar 4, 2023 | Data AugmentationDiversity | CodeCode Available | 0 |
| Zero-Shot Self-Supervised Joint Temporal Image and Sensitivity Map Reconstruction via Linear Latent Space | Mar 3, 2023 | Self-Supervised LearningSensitivity | CodeCode Available | 0 |
| Feature Selection with Annealing for Forecasting Financial Time Series | Mar 3, 2023 | feature selectionregression | —Unverified | 0 |
| Spectral learning of Bernoulli linear dynamical systems models | Mar 3, 2023 | Decision MakingTime Series | CodeCode Available | 0 |
| Reservoir computing based on solitary-like waves dynamics of film flows: a proof of concept | Mar 3, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Lag selection and estimation of stable parameters for multiple autoregressive processes through convex programming | Mar 3, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Anamnesic Neural Differential Equations with Orthogonal Polynomial Projections | Mar 3, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| GlucoSynth: Generating Differentially-Private Synthetic Glucose Traces | Mar 2, 2023 | Privacy PreservingTime Series | —Unverified | 0 |
| Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series | Mar 2, 2023 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Multi-Task Self-Supervised Time-Series Representation Learning | Mar 2, 2023 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Interpretable System Identification and Long-term Prediction on Time-Series Data | Mar 2, 2023 | PredictionTime Series | —Unverified | 0 |
| Time Series as Images: Vision Transformer for Irregularly Sampled Time Series | Mar 1, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Genetic algorithm-based hyperparameter optimization of deep learning models for PM2.5 time-series prediction | Mar 1, 2023 | Air Pollution PredictionDeep Learning | CodeCode Available | 0 |
| RePAD2: Real-Time, Lightweight, and Adaptive Anomaly Detection for Open-Ended Time Series | Mar 1, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders | Mar 1, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Time Series Anomaly Detection in Smart Homes: A Deep Learning Approach | Feb 28, 2023 | Anomaly DetectionScheduling | —Unverified | 0 |
| Your time series is worth a binary image: machine vision assisted deep framework for time series forecasting | Feb 28, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Learning Hidden Markov Models Using Conditional Samples | Feb 28, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| An algorithmic framework for the optimization of deep neural networks architectures and hyperparameters | Feb 27, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Combating Uncertainties in Wind and Distributed PV Energy Sources Using Integrated Reinforcement Learning and Time-Series Forecasting | Feb 27, 2023 | Decision Makingenergy management | —Unverified | 0 |
| A Tale of Tail Covariances (and Diversified Tails) | Feb 27, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Self-Supervised Learning-based Approach to Clustering Multivariate Time-Series Data with Missing Values (SLAC-Time): An Application to TBI Phenotyping | Feb 27, 2023 | Clinical KnowledgeClustering | —Unverified | 0 |
| Deep Imbalanced Time-series Forecasting via Local Discrepancy Density | Feb 27, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| A Synthetic Texas Power System with Time-Series Weather-Dependent Spatiotemporal Profiles | Feb 26, 2023 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| In Search of Deep Learning Architectures for Load Forecasting: A Comparative Analysis and the Impact of the Covid-19 Pandemic on Model Performance | Feb 25, 2023 | Load ForecastingOut-of-Distribution Generalization | —Unverified | 0 |
| Forecasting Workload in Cloud Computing: Towards Uncertainty-Aware Predictions and Transfer Learning | Feb 24, 2023 | Cloud ComputingDecision Making | CodeCode Available | 1 |
| Detecting Rough Volatility: A Filtering Approach | Feb 24, 2023 | parameter estimationTime Series | —Unverified | 0 |
| Statistical Inference with Stochastic Gradient Methods under φ-mixing Data | Feb 24, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |
| LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version | Feb 24, 2023 | ClassificationDecision Making | CodeCode Available | 1 |
| T-Phenotype: Discovering Phenotypes of Predictive Temporal Patterns in Disease Progression | Feb 24, 2023 | ClusteringRepresentation Learning | CodeCode Available | 0 |