| Efficient Inverse Multiagent Learning | Feb 20, 2025 | Time Series | —Unverified | 0 |
| Learning Novel Transformer Architecture for Time-series Forecasting | Feb 19, 2025 | Neural Architecture SearchTime Series | —Unverified | 0 |
| Adapting Large Language Models for Time Series Modeling via a Novel Parameter-efficient Adaptation Method | Feb 19, 2025 | Time Series | —Unverified | 0 |
| Stock Price Prediction Using a Hybrid LSTM-GNN Model: Integrating Time-Series and Graph-Based Analysis | Feb 19, 2025 | Financial AnalysisStock Price Prediction | —Unverified | 0 |
| Unlocking Multimodal Integration in EHRs: A Prompt Learning Framework for Language and Time Series Fusion | Feb 19, 2025 | Anomaly DetectionPrompt Learning | —Unverified | 0 |
| Position: There are no Champions in Long-Term Time Series Forecasting | Feb 19, 2025 | BenchmarkingPosition | —Unverified | 0 |
| Masking the Gaps: An Imputation-Free Approach to Time Series Modeling with Missing Data | Feb 18, 2025 | ImputationMissing Values | —Unverified | 0 |
| Lightweight Online Adaption for Time Series Foundation Model Forecasts | Feb 18, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| An LLM-Powered Agent for Physiological Data Analysis: A Case Study on PPG-based Heart Rate Estimation | Feb 18, 2025 | Heart rate estimationTime Series | —Unverified | 0 |
| Performance of Zero-Shot Time Series Foundation Models on Cloud Data | Feb 18, 2025 | Time Series | CodeCode Available | 0 |
| Time Series Treatment Effects Analysis with Always-Missing Controls | Feb 18, 2025 | Causal InferenceTime Series | —Unverified | 0 |
| Spectral structure learning for clinical time series | Feb 17, 2025 | Time Series | CodeCode Available | 0 |
| Steering the LoCoMotif: Using Domain Knowledge in Time Series Motif Discovery | Feb 17, 2025 | Time Series | CodeCode Available | 0 |
| Dictionary-Learning-Based Data Pruning for System Identification | Feb 17, 2025 | Dictionary LearningTime Series | —Unverified | 0 |
| TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents | Feb 17, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting | Feb 17, 2025 | Computational EfficiencyMissing Values | —Unverified | 0 |
| Predicting Next-Day Wildfire Spread with Time Series and Attention | Feb 17, 2025 | PredictionTime Series | —Unverified | 0 |
| S2TX: Cross-Attention Multi-Scale State-Space Transformer for Time Series Forecasting | Feb 17, 2025 | MambaTime Series | —Unverified | 0 |
| On Creating a Causally Grounded Usable Rating Method for Assessing the Robustness of Foundation Models Supporting Time Series | Feb 17, 2025 | Model SelectionStock Price Prediction | —Unverified | 0 |
| Bayesian inference from time series of allele frequency data using exact simulation techniques | Feb 17, 2025 | Bayesian InferenceTime Series | —Unverified | 0 |
| Vision-Enhanced Time Series Forecasting via Latent Diffusion Models | Feb 16, 2025 | Image ReconstructionTime Series | —Unverified | 0 |
| Asymptotic evaluation of the information processing capacity in reservoir computing | Feb 15, 2025 | Time Series | —Unverified | 0 |
| Self-Normalized Inference in (Quantile, Expected Shortfall) Regressions for Time Series | Feb 14, 2025 | quantile regressionregression | —Unverified | 0 |
| Comprehensive Review of Neural Differential Equations for Time Series Analysis | Feb 14, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Exploring Neural Granger Causality with xLSTMs: Unveiling Temporal Dependencies in Complex Data | Feb 14, 2025 | Time Series | —Unverified | 0 |
| HADL Framework for Noise Resilient Long-Term Time Series Forecasting | Feb 14, 2025 | Computational EfficiencyDecision Making | CodeCode Available | 0 |
| Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection | Feb 14, 2025 | Contrastive LearningSelf-Supervised Learning | CodeCode Available | 0 |
| Forecasting time series with constraints | Feb 14, 2025 | Additive modelsBenchmarking | CodeCode Available | 0 |
| Quantifying Cryptocurrency Unpredictability: A Comprehensive Study of Complexity and Forecasting | Feb 13, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Fine-Tuning Foundation Models with Federated Learning for Privacy Preserving Medical Time Series Forecasting | Feb 13, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Channel Dependence, Limited Lookback Windows, and the Simplicity of Datasets: How Biased is Time Series Forecasting? | Feb 13, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| A Novel Hybrid Approach to Contraceptive Demand Forecasting: Integrating Point Predictions with Probabilistic Distributions | Feb 13, 2025 | Demand ForecastingHumanitarian | —Unverified | 0 |
| Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia | Feb 13, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Relational Conformal Prediction for Correlated Time Series | Feb 13, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting | Feb 12, 2025 | Event DetectionTime Series | —Unverified | 0 |
| GenIAS: Generator for Instantiating Anomalies in time Series | Feb 12, 2025 | Anomaly DetectionDiversity | —Unverified | 0 |
| Two-stage hybrid models for enhancing forecasting accuracy on heterogeneous time series | Feb 12, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Exploring Patterns Behind Sports | Feb 11, 2025 | Computational EfficiencyFeature Engineering | —Unverified | 0 |
| Exoplanet Transit Candidate Identification in TESS Full-Frame Images via a Transformer-Based Algorithm | Feb 11, 2025 | Time Series | CodeCode Available | 0 |
| Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs | Feb 11, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| Structure-preserving contrastive learning for spatial time series | Feb 10, 2025 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Powerformer: A Transformer with Weighted Causal Attention for Time-series Forecasting | Feb 10, 2025 | Inductive BiasTime Series | CodeCode Available | 0 |
| Investigating Compositional Reasoning in Time Series Foundation Models | Feb 9, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models | Feb 9, 2025 | Large Language ModelRAG | —Unverified | 0 |
| Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection | Feb 8, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 0 |
| Flow-based Conformal Prediction for Multi-dimensional Time Series | Feb 8, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Time Series Analysis of Rankings: A GARCH-Type Approach | Feb 7, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| CAMEF: Causal-Augmented Multi-Modality Event-Driven Financial Forecasting by Integrating Time Series Patterns and Salient Macroeconomic Announcements | Feb 7, 2025 | counterfactualTime Series | —Unverified | 0 |
| A Deep Learning Framework Integrating CNN and BiLSTM for Financial Systemic Risk Analysis and Prediction | Feb 7, 2025 | Time Series | —Unverified | 0 |
| Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform V2 | Feb 7, 2025 | Time Series | —Unverified | 0 |