| Anomaly Prediction: A Novel Approach with Explicit Delay and Horizon | Aug 8, 2024 | Anomaly DetectionPrediction | —Unverified | 0 |
| Risk and cross validation in ridge regression with correlated samples | Aug 8, 2024 | regressionTime Series | CodeCode Available | 1 |
| Uncertainty-Aware Crime Prediction With Spatial Temporal Multivariate Graph Neural Networks | Aug 8, 2024 | Crime PredictionTime Series | —Unverified | 0 |
| Generating Fine-Grained Causality in Climate Time Series Data for Forecasting and Anomaly Detection | Aug 8, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Scalable Transformer for High Dimensional Multivariate Time Series Forecasting | Aug 8, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting | Aug 7, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models | Aug 7, 2024 | Computational EfficiencyFeature Importance | CodeCode Available | 1 |
| Activations Through Extensions: A Framework To Boost Performance Of Neural Networks | Aug 7, 2024 | Time Series | —Unverified | 0 |
| Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions | Aug 7, 2024 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Inter-Series Transformer: Attending to Products in Time Series Forecasting | Aug 7, 2024 | Demand ForecastingTime Series | —Unverified | 0 |
| RHiOTS: A Framework for Evaluating Hierarchical Time Series Forecasting Algorithms | Aug 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Can LLMs Serve As Time Series Anomaly Detectors? | Aug 6, 2024 | Anomaly DetectionIn-Context Learning | —Unverified | 0 |
| Spacecraft inertial parameters estimation using time series clustering and reinforcement learning | Aug 6, 2024 | ClusteringTime Series | —Unverified | 0 |
| Don't Think It Twice: Exploit Shift Invariance for Efficient Online Streaming Inference of CNNs | Aug 6, 2024 | Computational EfficiencyTime Series | CodeCode Available | 0 |
| Comparative analysis of stationarity for Bitcoin and the S&P500 | Aug 6, 2024 | Time Series | —Unverified | 0 |
| Hedge Fund Portfolio Construction Using PolyModel Theory and iTransformer | Aug 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| A Classifier-Based Approach to Multi-Class Anomaly Detection Applied to Astronomical Time-Series | Aug 5, 2024 | Anomaly DetectionAstronomy | CodeCode Available | 0 |
| Tree species classification at the pixel-level using deep learning and multispectral time series in an imbalanced context | Aug 5, 2024 | Time Series | —Unverified | 0 |
| Deciphering Air Travel Disruptions: A Machine Learning Approach | Aug 5, 2024 | regressionTime Series | CodeCode Available | 0 |
| Training a multilayer dynamical spintronic network with standard machine learning tools to perform time series classification | Aug 5, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis | Aug 5, 2024 | ClassificationEEG | CodeCode Available | 1 |
| DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting | Aug 5, 2024 | PositionSparse Learning | CodeCode Available | 0 |
| SPINEX-TimeSeries: Similarity-based Predictions with Explainable Neighbors Exploration for Time Series and Forecasting Problems | Aug 4, 2024 | BenchmarkingComputational Efficiency | —Unverified | 0 |
| Are EU low-carbon structural funds efficient in reducing emissions? | Aug 3, 2024 | Time Series | —Unverified | 0 |
| Meta-Posterior Consistency for the Bayesian Inference of Metastable System | Aug 3, 2024 | Bayesian InferenceTime Series | —Unverified | 0 |
| Predictive maintenance solution for industrial systems -- an unsupervised approach based on log periodic power law | Aug 1, 2024 | Time Series | —Unverified | 0 |
| An Extreme Value Theory Approach for Understanding Queue Length Dynamics in Adaptive Corridors | Aug 1, 2024 | ManagementTime Series | —Unverified | 0 |
| Modeling stochastic eye tracking data: A comparison of quantum generative adversarial networks and Markov models | Aug 1, 2024 | Time Series | —Unverified | 0 |
| Temporal Subspace Clustering for Molecular Dynamics Data | Jul 31, 2024 | ClusteringTime Series | CodeCode Available | 0 |
| Con4m: Context-aware Consistency Learning Framework for Segmented Time Series Classification | Jul 31, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| Dual-Constrained Dynamical Neural ODEs for Ambiguity-aware Continuous Emotion Prediction | Jul 31, 2024 | Time Series | CodeCode Available | 0 |
| Fi^2VTS: Time Series Forecasting Via Capturing Intra- and Inter-Variable Variations in the Frequency Domain | Jul 31, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Analyzing Customer-Facing Vendor Experiences with Time Series Forecasting and Monte Carlo Techniques | Jul 30, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Interpretable Pre-Trained Transformers for Heart Time-Series Data | Jul 30, 2024 | DecoderElectrocardiography (ECG) | CodeCode Available | 2 |
| Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT | Jul 30, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| A federated large language model for long-term time series forecasting | Jul 30, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Detecting Causality in the Frequency Domain with Cross-Mapping Coherence | Jul 30, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| Generative model for financial time series trained with MMD using a signature kernel | Jul 29, 2024 | ManagementPortfolio Optimization | CodeCode Available | 0 |
| Aircraft Trajectory Segmentation-based Contrastive Coding: A Framework for Self-supervised Trajectory Representation | Jul 29, 2024 | ClusteringManagement | CodeCode Available | 0 |
| Classification of Alzheimer's Dementia vs. Healthy subjects by studying structural disparities in fMRI Time-Series of DMN | Jul 29, 2024 | Time Series | —Unverified | 0 |
| Designing Time-Series Models With Hypernetworks & Adversarial Portfolios | Jul 29, 2024 | Meta-LearningTime Series | CodeCode Available | 0 |
| Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting | Jul 29, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Multiscale Representation Enhanced Temporal Flow Fusion Model for Long-Term Workload Forecasting | Jul 29, 2024 | Cloud ComputingManagement | —Unverified | 0 |
| Time series forecasting with high stakes: A field study of the air cargo industry | Jul 29, 2024 | Decision MakingDemand Forecasting | —Unverified | 0 |
| Long Range Switching Time Series Prediction via State Space Model | Jul 27, 2024 | Change Point DetectionTime Series | —Unverified | 0 |
| Deep learning for predicting the occurrence of tipping points | Jul 26, 2024 | Deep LearningTime Series | CodeCode Available | 0 |
| Impact of Recurrent Neural Networks and Deep Learning Frameworks on Real-time Lightweight Time Series Anomaly Detection | Jul 26, 2024 | Anomaly DetectionDeep Learning | —Unverified | 0 |
| Contrastive Learning of Asset Embeddings from Financial Time Series | Jul 26, 2024 | Contrastive LearningManagement | CodeCode Available | 2 |
| TCGPN: Temporal-Correlation Graph Pre-trained Network for Stock Forecasting | Jul 26, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| RECOVAR: Representation Covariances on Deep Latent Spaces for Seismic Event Detection | Jul 25, 2024 | Event DetectionRepresentation Learning | CodeCode Available | 0 |