| Making Sense of Touch: Unsupervised Shapelet Learning in Bag-of-words Sense | Feb 6, 2025 | Time Series | —Unverified | 0 |
| A Pseudo Markov-Chain Model and Time-Elapsed Measures of Mobility from Collective Data | Feb 6, 2025 | Time Series | —Unverified | 0 |
| Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting | Feb 6, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| On the importance of structural identifiability for machine learning with partially observed dynamical systems | Feb 6, 2025 | Time SeriesTime Series Classification | CodeCode Available | 0 |
| XMTC: Explainable Early Classification of Multivariate Time Series in Reach-to-Grasp Hand Kinematics | Feb 6, 2025 | Early ClassificationTime Series | —Unverified | 0 |
| PINT: Physics-Informed Neural Time Series Models with Applications to Long-term Inference on WeatherBench 2m-Temperature Data | Feb 6, 2025 | BenchmarkingTime Series | CodeCode Available | 0 |
| General Time-series Model for Universal Knowledge Representation of Multivariate Time-Series data | Feb 5, 2025 | Anomaly DetectionImputation | —Unverified | 0 |
| Panel Data Estimation and Inference: Homogeneity versus Heterogeneity | Feb 5, 2025 | Time Series | —Unverified | 0 |
| Rule-based Evolving Fuzzy System for Time Series Forecasting: New Perspectives Based on Type-2 Fuzzy Sets Measures Approach | Feb 5, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| TopoCL: Topological Contrastive Learning for Time Series | Feb 5, 2025 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| CAPE: Covariate-Adjusted Pre-Training for Epidemic Time Series Forecasting | Feb 5, 2025 | Decision MakingTime Series | —Unverified | 0 |
| Calibrated Unsupervised Anomaly Detection in Multivariate Time-series using Reinforcement Learning | Feb 5, 2025 | Anomaly DetectionReinforcement Learning (RL) | —Unverified | 0 |
| Benchmarking Time Series Forecasting Models: From Statistical Techniques to Foundation Models in Real-World Applications | Feb 5, 2025 | BenchmarkingFeature Engineering | —Unverified | 0 |
| LAST SToP For Modeling Asynchronous Time Series | Feb 4, 2025 | Anomaly DetectionImputation | —Unverified | 0 |
| SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations | Feb 4, 2025 | SensitivityTime Series | —Unverified | 0 |
| Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting | Feb 4, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| Forecasting VIX using interpretable Kolmogorov-Arnold networks | Feb 3, 2025 | Kolmogorov-Arnold NetworksTime Series | —Unverified | 0 |
| Position: Empowering Time Series Reasoning with Multimodal LLMs | Feb 3, 2025 | Decision MakingMultimodal Reasoning | —Unverified | 0 |
| TrojanTime: Backdoor Attacks on Time Series Classification | Feb 2, 2025 | ClassificationData Poisoning | —Unverified | 0 |
| Role of Mixup in Topological Persistence Based Knowledge Distillation for Wearable Sensor Data | Feb 2, 2025 | Data AugmentationKnowledge Distillation | —Unverified | 0 |
| Using Causality for Enhanced Prediction of Web Traffic Time Series | Feb 2, 2025 | Anomaly DetectionFraud Detection | —Unverified | 0 |
| Learning to Fuse Temporal Proximity Networks: A Case Study in Chimpanzee Social Interactions | Feb 1, 2025 | Time 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 |
| 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 |
| Learning Hamiltonian Dynamics with Bayesian Data Assimilation | Jan 31, 2025 | PredictionTime Series | —Unverified | 0 |
| GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection | Jan 30, 2025 | Anomaly DetectionTime Series | CodeCode Available | 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| LLM Assisted Anomaly Detection Service for Site Reliability Engineers: Enhancing Cloud Infrastructure Resilience | Jan 28, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Data-Driven vs Traditional Approaches to Power Transformer's Top-Oil Temperature Estimation | Jan 28, 2025 | Prediction Intervalsquantile regression | —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 |
| TimeHF: Billion-Scale Time Series Models Guided by Human Feedback | Jan 27, 2025 | Time Series | —Unverified | 0 |
| Tailored Forecasting from Short Time Series via Meta-learning | Jan 27, 2025 | Meta-LearningTime Series | —Unverified | 0 |
| Guaranteed Multidimensional Time Series Prediction via Deterministic Tensor Completion Theory | Jan 26, 2025 | Computational EfficiencyPrediction | CodeCode Available | 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 |
| 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 |
| Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining | Jan 25, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models | Jan 24, 2025 | Anomaly DetectionTime 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 |
| CAMEO: Autocorrelation-Preserving Line Simplification for Lossy Time Series Compression | Jan 24, 2025 | BlockingTime Series | —Unverified | 0 |
| GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality | Jan 23, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |