| Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements | Apr 2, 2025 | MambaTime Series | —Unverified | 0 |
| EEG-EyeTrack: A Benchmark for Time Series and Functional Data Analysis with Open Challenges and Baselines | Apr 2, 2025 | EEGTime Series | CodeCode Available | 0 |
| Nonparametric spectral density estimation using interactive mechanisms under local differential privacy | Apr 1, 2025 | Density EstimationTime Series | —Unverified | 0 |
| Methodology for Detecting Energy Anomalies due to Multi-Replay Attacks on Electric Vehicle Charging Infrastructure | Apr 1, 2025 | Time Series | —Unverified | 0 |
| Bilinear Spatiotemporal Fusion Network: An efficient approach for traffic flow prediction | Apr 1, 2025 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 0 |
| Reducing Smoothness with Expressive Memory Enhanced Hierarchical Graph Neural Networks | Apr 1, 2025 | Time SeriesWeather Forecasting | CodeCode Available | 0 |
| ModelRadar: Aspect-based Forecast Evaluation | Mar 31, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Did ChatGPT or Copilot use alter the style of internet news headlines? A time series regression analysis | Mar 31, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Enhancing Time Series Forecasting with Fuzzy Attention-Integrated Transformers | Mar 31, 2025 | Anomaly DetectionDecision Making | CodeCode Available | 0 |
| CITRAS: Covariate-Informed Transformer for Time Series Forecasting | Mar 31, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning | Mar 31, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Frequency-Aware Attention-LSTM for PM_2.5 Time Series Forecasting | Mar 31, 2025 | Air Pollution PredictionDecision Making | —Unverified | 0 |
| Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting | Mar 31, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | CodeCode Available | 0 |
| A Comparison of Parametric Dynamic Mode Decomposition Algorithms for Thermal-Hydraulics Applications | Mar 31, 2025 | Time Series | CodeCode Available | 0 |
| Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting | Mar 30, 2025 | AllBenchmarking | —Unverified | 0 |
| Unsupervised Anomaly Detection in Multivariate Time Series across Heterogeneous Domains | Mar 29, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| Ethereum Price Prediction Employing Large Language Models for Short-term and Few-shot Forecasting | Mar 29, 2025 | Sentiment AnalysisTime Series | —Unverified | 0 |
| The geomagnetic storm and Kp prediction using Wasserstein transformer | Mar 29, 2025 | Time Series | —Unverified | 0 |
| Fuzzy Cluster-Aware Contrastive Clustering for Time Series | Mar 28, 2025 | ClusteringContrastive Learning | CodeCode Available | 0 |
| DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation | Mar 28, 2025 | graph constructionGraph Learning | —Unverified | 0 |
| MASCOTS: Model-Agnostic Symbolic COunterfactual explanations for Time Series | Mar 28, 2025 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Long-Term Electricity Demand Prediction Using Non-negative Tensor Factorization and Genetic Algorithm-Driven Temporal Modeling | Mar 28, 2025 | Tensor DecompositionTime Series | —Unverified | 0 |
| Probabilistic Functional Neural Networks | Mar 27, 2025 | Time Series | —Unverified | 0 |
| Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting | Mar 27, 2025 | Conformal PredictionLoad Forecasting | —Unverified | 0 |
| Data-Driven Extreme Response Estimation | Mar 27, 2025 | Time Series | —Unverified | 0 |
| LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence | Mar 27, 2025 | Demand ForecastingTime Series | —Unverified | 0 |
| Retrieving Time-Series Differences Using Natural Language Queries | Mar 27, 2025 | Contrastive LearningNatural Language Queries | —Unverified | 0 |
| Multimodal Data Integration for Sustainable Indoor Gardening: Tracking Anyplant with Time Series Foundation Model | Mar 27, 2025 | Data IntegrationPlant Phenotyping | —Unverified | 0 |
| Addressing Challenges in Time Series Forecasting: A Comprehensive Comparison of Machine Learning Techniques | Mar 26, 2025 | ManagementMissing Values | —Unverified | 0 |
| Physics-Informed Neural Networks with Unknown Partial Differential Equations: an Application in Multivariate Time Series | Mar 26, 2025 | Time SeriesUncertainty Quantification | —Unverified | 0 |
| Adaptive State-Space Mamba for Real-Time Sensor Data Anomaly Detection | Mar 26, 2025 | Anomaly DetectionMamba | —Unverified | 0 |
| Revisit Time Series Classification Benchmark: The Impact of Temporal Information for Classification | Mar 26, 2025 | ClassificationTime Series | CodeCode Available | 0 |
| TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting Models | Mar 26, 2025 | Federated Learningimage-classification | CodeCode Available | 0 |
| Refining Time Series Anomaly Detectors using Large Language Models | Mar 26, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms | Mar 25, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| The Nonlinear Impact of Minimum Wage on Labor Employment in China | Mar 25, 2025 | regressionTime Series | —Unverified | 0 |
| Simultaneous Inference Bands for Autocorrelations | Mar 24, 2025 | regressionTime Series | CodeCode Available | 0 |
| Cryptocurrency Time Series on the Binary Complexity-Entropy Plane: Ranking Efficiency from the Perspective of Complex Systems | Mar 24, 2025 | Time Series | —Unverified | 0 |
| RoCA: Robust Contrastive One-class Time Series Anomaly Detection with Contaminated Data | Mar 24, 2025 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 |
| Spatiotemporal Impact of Trade Policy Variables on Asian Manufacturing Hubs: Bayesian Global Vector Autoregression Model | Mar 22, 2025 | Time Series | —Unverified | 0 |
| Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting | Mar 22, 2025 | DecoderMultivariate Time Series Forecasting | —Unverified | 0 |
| Time-Series U-Net with Recurrence for Noise-Robust Imaging Photoplethysmography | Mar 21, 2025 | Time Series | —Unverified | 0 |
| CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series | Mar 21, 2025 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| TRACE: Time SeRies PArameter EffiCient FinE-tuning | Mar 21, 2025 | Anomaly Detectionparameter-efficient fine-tuning | —Unverified | 0 |
| Communities in the Kuramoto Model: Dynamics and Detection via Path Signatures | Mar 21, 2025 | Community DetectionStochastic Block Model | CodeCode Available | 0 |
| Comparative Analysis of Deep Learning Models for Real-World ISP Network Traffic Forecasting | Mar 20, 2025 | Computational EfficiencyTime Series | CodeCode Available | 0 |
| Multivariate Time Series Anomaly Detection in Industry 5.0 | Mar 20, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Notes on Correlation Stress Tests | Mar 20, 2025 | ManagementTime Series | —Unverified | 0 |
| Machine learning identifies nullclines in oscillatory dynamical systems | Mar 20, 2025 | Time Series | —Unverified | 0 |
| HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction | Mar 19, 2025 | Stock Market PredictionTime Series | —Unverified | 0 |