| Ensemble quantile-based deep learning framework for streamflow and flood prediction in Australian catchments | Jul 20, 2024 | Deep LearningPrediction | —Unverified | 0 |
| Physical Data Embedding for Memory Efficient AI | Jul 19, 2024 | Physics-informed machine learningTime Series | —Unverified | 0 |
| Time Series Generative Learning with Application to Brain Imaging Analysis | Jul 19, 2024 | Alzheimer's Disease DetectionData Augmentation | —Unverified | 0 |
| Domain Adaptation for Industrial Time-series Forecasting via Counterfactual Inference | Jul 19, 2024 | counterfactualCounterfactual Inference | —Unverified | 0 |
| NODER: Image Sequence Regression Based on Neural Ordinary Differential Equations | Jul 18, 2024 | regressionTime Series | CodeCode Available | 0 |
| Towards Dynamic Feature Acquisition on Medical Time Series by Maximizing Conditional Mutual Information | Jul 18, 2024 | Time Series | —Unverified | 0 |
| Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift | Jul 18, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Topological Analysis of Seizure-Induced Changes in Brain Hierarchy Through Effective Connectivity | Jul 18, 2024 | Causal InferenceEEG | —Unverified | 0 |
| Tree semantic segmentation from aerial image time series | Jul 18, 2024 | SegmentationSemantic Segmentation | —Unverified | 0 |
| Exploring Facial Biomarkers for Depression through Temporal Analysis of Action Units | Jul 18, 2024 | DiagnosticTime Series | —Unverified | 0 |
| EnergyDiff: Universal Time-Series Energy Data Generation using Diffusion Models | Jul 18, 2024 | DenoisingTime Series | CodeCode Available | 0 |
| Sortability of Time Series Data | Jul 18, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| Unsupervised and Interpretable Synthesizing for Electrical Time Series Based on Information Maximizing Generative Adversarial Nets | Jul 18, 2024 | DescriptiveSynthetic Data Generation | —Unverified | 0 |
| Long Input Sequence Network for Long Time Series Forecasting | Jul 18, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| DeepClair: Utilizing Market Forecasts for Effective Portfolio Selection | Jul 18, 2024 | Deep Reinforcement LearningTime Series | —Unverified | 0 |
| Not All Frequencies Are Created Equal:Towards a Dynamic Fusion of Frequencies in Time-Series Forecasting | Jul 17, 2024 | AllTime Series | CodeCode Available | 0 |
| Pre-Trained Foundation Model representations to uncover Breathing patterns in Speech | Jul 17, 2024 | Time Series | —Unverified | 0 |
| AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models | Jul 16, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| Diff-MTS: Temporal-Augmented Conditional Diffusion-based AIGC for Industrial Time Series Towards the Large Model Era | Jul 16, 2024 | Time Series | —Unverified | 0 |
| Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection | Jul 16, 2024 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 |
| Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic Sclerosis | Jul 16, 2024 | Time SeriesUncertainty Quantification | CodeCode Available | 0 |
| On-Device Training of Fully Quantized Deep Neural Networks on Cortex-M Microcontrollers | Jul 15, 2024 | Time Series | —Unverified | 0 |
| Omni-Dimensional Frequency Learner for General Time Series Analysis | Jul 15, 2024 | Anomaly DetectionDiversity | —Unverified | 0 |
| The Dynamic, the Static, and the Weak: Factor models and the analysis of high-dimensional time series | Jul 15, 2024 | Time Series | —Unverified | 0 |
| Enhancing Multi-Step Brent Oil Price Forecasting with Ensemble Multi-Scenario Bi-GRU Networks | Jul 15, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| ISMRNN: An Implicitly Segmented RNN Method with Mamba for Long-Term Time Series Forecasting | Jul 15, 2024 | MambaSegmentation | —Unverified | 0 |
| TLRN: Temporal Latent Residual Networks For Large Deformation Image Registration | Jul 15, 2024 | Image RegistrationTime Series | CodeCode Available | 0 |
| Harnessing Feature Clustering For Enhanced Anomaly Detection With Variational Autoencoder And Dynamic Threshold | Jul 14, 2024 | Anomaly DetectionClustering | —Unverified | 0 |
| Granger Causality in Extremes | Jul 12, 2024 | Time Series | CodeCode Available | 0 |
| Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding | Jul 12, 2024 | regressiontext-to-speech | CodeCode Available | 0 |
| Parameter inference from a non-stationary unknown process | Jul 12, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| REGIONAL DATASETS FOR AIR QUALITY MONITORING IN EUROPEAN CITIES | Jul 12, 2024 | Multivariate Time Series ImputationSpatio-Temporal Forecasting | CodeCode Available | 0 |
| Monopoly Unveiled: Telecom Breakups in the US and Mexico | Jul 12, 2024 | Time Series | —Unverified | 0 |
| Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification | Jul 12, 2024 | Activity RecognitionContrastive Learning | CodeCode Available | 0 |
| Comparative analysis of Mixed-Data Sampling (MIDAS) model compared to Lag-Llama model for inflation nowcasting | Jul 11, 2024 | modelregression | —Unverified | 0 |
| FAR-Trans: An Investment Dataset for Financial Asset Recommendation | Jul 11, 2024 | Recommendation SystemsTime Series | —Unverified | 0 |
| Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series | Jul 11, 2024 | Change DetectionSegmentation | CodeCode Available | 0 |
| How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation | Jul 11, 2024 | ClassificationDeep Learning | —Unverified | 0 |
| Sensor-Aware Classifiers for Energy-Efficient Time Series Applications on IoT Devices | Jul 11, 2024 | Activity RecognitionTime Series | —Unverified | 0 |
| Reduced-Rank Matrix Autoregressive Models: A Medium N Approach | Jul 10, 2024 | Time Series | —Unverified | 0 |
| Causal Discovery-Driven Change Point Detection in Time Series | Jul 10, 2024 | Causal DiscoveryChange Point Detection | —Unverified | 0 |
| Industrial-Grade Time-Dependent Counterfactual Root Cause Analysis through the Unanticipated Point of Incipient Failure: a Proof of Concept | Jul 10, 2024 | counterfactualTime Series | CodeCode Available | 0 |
| A Self-organizing Interval Type-2 Fuzzy Neural Network for Multi-Step Time Series Prediction | Jul 10, 2024 | PredictionTime Series | —Unverified | 0 |
| Toto: Time Series Optimized Transformer for Observability | Jul 10, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Automating Weak Label Generation for Data Programming with Clinicians in the Loop | Jul 10, 2024 | Time Series | —Unverified | 0 |
| Temporal Convolution Derived Multi-Layered Reservoir Computing | Jul 9, 2024 | Time Series | —Unverified | 0 |
| TeVAE: A Variational Autoencoder Approach for Discrete Online Anomaly Detection in Variable-state Multivariate Time-series Data | Jul 9, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| LETS-C: Leveraging Text Embedding for Time Series Classification | Jul 9, 2024 | ClassificationLanguage Modeling | —Unverified | 0 |
| Volatility modeling in a Markovian environment: Two Ornstein-Uhlenbeck-related approaches | Jul 8, 2024 | Time Series | —Unverified | 0 |
| Time Series Dataset for Modeling and Forecasting of N_2O in Wastewater Treatment | Jul 8, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |