| BEAT: Balanced Frequency Adaptive Tuning for Long-Term Time-Series Forecasting | Jan 31, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Self-Supervised Cross-Modal Text-Image Time Series Retrieval in Remote Sensing | Jan 31, 2025 | RetrievalTime Series | —Unverified | 0 |
| Examining the Impact of Income Inequality and Gender on School Completion in Malaysia: A Machine Learning Approach Utilizing Malaysia's Public Sector Open Data | Jan 31, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Large Language Models are Few-shot Multivariate Time Series Classifiers | Jan 30, 2025 | Representation LearningTime Series | —Unverified | 0 |
| A Learnable Multi-views Contrastive Framework with Reconstruction Discrepancy for Medical Time-Series | Jan 30, 2025 | Contrastive LearningDiagnostic | —Unverified | 0 |
| A spectral clustering-type algorithm for the consistent estimation of the Hurst distribution in moderately high dimensions | Jan 30, 2025 | ClusteringModel Selection | —Unverified | 0 |
| GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection | Jan 30, 2025 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| CONELPABO: composite networks learning via parallel Bayesian optimization to predict remaining useful life in predictive maintenance | Jan 29, 2025 | Bayesian OptimizationTime Series | CodeCode Available | 0 |
| Transformer Based Time-Series Forecasting for Stock | Jan 29, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| KoopAGRU: A Koopman-based Anomaly Detection in Time-Series using Gated Recurrent Units | Jan 29, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| NF-MKV Net: A Constraint-Preserving Neural Network Approach to Solving Mean-Field Games Equilibrium | Jan 29, 2025 | Time Series | —Unverified | 0 |
| Long-term prediction of El Niño-Southern Oscillation using reservoir computing with data-driven realtime filter | Jan 29, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Closing the Gap Between Synthetic and Ground Truth Time Series Distributions via Neural Mapping | Jan 29, 2025 | Time SeriesTime Series Classification | CodeCode Available | 2 |
| Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting | Jan 28, 2025 | SpecificityTime Series | CodeCode Available | 3 |
| Data-Driven vs Traditional Approaches to Power Transformer's Top-Oil Temperature Estimation | Jan 28, 2025 | Prediction Intervalsquantile regression | —Unverified | 0 |
| LLM Assisted Anomaly Detection Service for Site Reliability Engineers: Enhancing Cloud Infrastructure Resilience | Jan 28, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Tailored Forecasting from Short Time Series via Meta-learning | Jan 27, 2025 | Meta-LearningTime Series | —Unverified | 0 |
| Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models | Jan 27, 2025 | Arrhythmia DetectionConformal Prediction | CodeCode Available | 0 |
| SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting | Jan 27, 2025 | Edge-computingTime Series | CodeCode Available | 1 |
| TimeHF: Billion-Scale Time Series Models Guided by Human Feedback | Jan 27, 2025 | Time Series | —Unverified | 0 |
| Deterministic Reservoir Computing for Chaotic Time Series Prediction | Jan 26, 2025 | PredictionTime Series | —Unverified | 0 |
| A Transfer Learning Framework for Anomaly Detection in Multivariate IoT Traffic Data | Jan 26, 2025 | Anomaly DetectionIntrusion Detection | —Unverified | 0 |
| Guaranteed Multidimensional Time Series Prediction via Deterministic Tensor Completion Theory | Jan 26, 2025 | Computational EfficiencyPrediction | CodeCode Available | 0 |
| Assessing the Impact of Sampling Irregularity in Time Series Data: Human Activity Recognition As A Case Study | Jan 25, 2025 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts | Jan 25, 2025 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |
| Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining | Jan 25, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges | Jan 25, 2025 | Anomaly DetectionDiversity | CodeCode Available | 1 |
| Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models | Jan 24, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| CAMEO: Autocorrelation-Preserving Line Simplification for Lossy Time Series Compression | Jan 24, 2025 | BlockingTime Series | —Unverified | 0 |
| CENTS: Generating synthetic electricity consumption time series for rare and unseen scenarios | Jan 24, 2025 | Protein Structure PredictionTime Series | —Unverified | 0 |
| Hierarchical Count Echo State Network Models with Application to Graduate Student Enrollments | Jan 24, 2025 | Time Series | —Unverified | 0 |
| VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting | Jan 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting | Jan 23, 2025 | DiversityMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Time Series Embedding Methods for Classification Tasks: A Review | Jan 23, 2025 | Model SelectionTime Series | CodeCode Available | 1 |
| GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality | Jan 23, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| A Bayesian Modelling Framework with Model Comparison for Epidemics with Super-Spreading | Jan 22, 2025 | Model SelectionTime Series | CodeCode Available | 0 |
| TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting | Jan 22, 2025 | ClusteringTime Series | CodeCode Available | 2 |
| Data re-uploading in Quantum Machine Learning for time series: application to traffic forecasting | Jan 22, 2025 | Quantum Machine LearningTime Series | —Unverified | 0 |
| Ultralow-dimensionality reduction for identifying critical transitions by spatial-temporal PCA | Jan 22, 2025 | Dimensionality ReductionTime Series | —Unverified | 0 |
| T-Graphormer: Using Transformers for Spatiotemporal Forecasting | Jan 22, 2025 | Time SeriesTraffic Prediction | CodeCode Available | 0 |
| A causal learning approach to in-orbit inertial parameter estimation for multi-payload deployers | Jan 21, 2025 | parameter estimationTime Series | —Unverified | 0 |
| Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels | Jan 21, 2025 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Automatic selection of the best neural architecture for time series forecasting via multi-objective optimization and Pareto optimality conditions | Jan 21, 2025 | State Space ModelsStructural Health Monitoring | —Unverified | 0 |
| Heterogeneous Federated Learning System for Sparse Healthcare Time-Series Prediction | Jan 21, 2025 | Federated LearningPrediction | —Unverified | 0 |
| Investigating Market Strength Prediction with CNNs on Candlestick Chart Images | Jan 21, 2025 | Time Series | —Unverified | 0 |
| Heterogeneous Federated Learning Systems for Time-Series Power Consumption Prediction with Multi-Head Embedding Mechanism | Jan 21, 2025 | Federated LearningNetwork Embedding | —Unverified | 0 |
| Collaborative Imputation of Urban Time Series through Cross-city Meta-learning | Jan 20, 2025 | ImputationMeta-Learning | —Unverified | 0 |
| Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks | Jan 20, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Unsupervised Learning in Echo State Networks for Input Reconstruction | Jan 20, 2025 | Time Series | —Unverified | 0 |
| Crossing penalised CAViaR | Jan 17, 2025 | Time Series | —Unverified | 0 |