| Prioritizing Alignment Paradigms over Task-Specific Model Customization in Time-Series LLMs | Jun 13, 2025 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Time-IMM: A Dataset and Benchmark for Irregular Multimodal Multivariate Time Series | Jun 12, 2025 | Irregular Time SeriesTime Series | —Unverified | 0 |
| Can Time-Series Foundation Models Perform Building Energy Management Tasks? | Jun 12, 2025 | energy managementManagement | —Unverified | 0 |
| Enhancing Bagging Ensemble Regression with Data Integration for Time Series-Based Diabetes Prediction | Jun 11, 2025 | Data IntegrationDiabetes Prediction | —Unverified | 0 |
| LLM-Powered CPI Prediction Inference with Online Text Time Series | Jun 11, 2025 | Prediction IntervalsTime Series | CodeCode Available | 0 |
| Tailored Architectures for Time Series Forecasting: Evaluating Deep Learning Models on Gaussian Process-Generated Data | Jun 10, 2025 | Gaussian ProcessesTime Series | CodeCode Available | 0 |
| The interplay of robustness and generalization in quantum machine learning | Jun 10, 2025 | Adversarial RobustnessQuantum Machine Learning | CodeCode Available | 0 |
| Time Series Representations for Classification Lie Hidden in Pretrained Vision Transformers | Jun 10, 2025 | Time SeriesTime Series Classification | —Unverified | 0 |
| Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness | Jun 10, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| Causal Graph Recovery in Neuroimaging through Answer Set Programming | Jun 10, 2025 | Time Series | —Unverified | 0 |
| Diffusion-based Time Series Forecasting for Sewerage Systems | Jun 10, 2025 | Prediction IntervalsTime Series | —Unverified | 0 |
| Benchmarking Pre-Trained Time Series Models for Electricity Price Forecasting | Jun 9, 2025 | BenchmarkingDecision Making | —Unverified | 0 |
| The Catechol Benchmark: Time-series Solvent Selection Data for Few-shot Machine Learning | Jun 9, 2025 | Active LearningBenchmarking | CodeCode Available | 0 |
| MIRA: Medical Time Series Foundation Model for Real-World Health Data | Jun 9, 2025 | EthicsMissing Values | —Unverified | 0 |
| MS-TVNet:A Long-Term Time Series Prediction Method Based on Multi-Scale Dynamic Convolution | Jun 8, 2025 | Time SeriesTime Series Prediction | CodeCode Available | 0 |
| DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series | Jun 6, 2025 | Time Series | —Unverified | 0 |
| TimeWak: Temporal Chained-Hashing Watermark for Time Series Data | Jun 6, 2025 | Time Series | CodeCode Available | 0 |
| A cautious user's guide in applying HMMs to physical systems | Jun 6, 2025 | Time Series | —Unverified | 0 |
| How to Unlock Time Series Editing? Diffusion-Driven Approach with Multi-Grained Control | Jun 5, 2025 | DenoisingTime Series | —Unverified | 0 |
| Neural MJD: Neural Non-Stationary Merton Jump Diffusion for Time Series Prediction | Jun 5, 2025 | Time SeriesTime Series Prediction | —Unverified | 0 |
| TRACE: Contrastive learning for multi-trial time-series data in neuroscience | Jun 5, 2025 | Contrastive LearningTime Series | —Unverified | 0 |
| A Kernel-Based Approach for Accurate Steady-State Detection in Performance Time Series | Jun 4, 2025 | BenchmarkingIrregular Time Series | CodeCode Available | 0 |
| CHIME: Conditional Hallucination and Integrated Multi-scale Enhancement for Time Series Diffusion Model | Jun 4, 2025 | DenoisingHallucination | —Unverified | 0 |
| Dynamic mapping from static labels: remote sensing dynamic sample generation with temporal-spectral embedding | Jun 3, 2025 | Time Series | —Unverified | 0 |
| On the Necessity of Multi-Domain Explanation: An Uncertainty Principle Approach for Deep Time Series Models | Jun 3, 2025 | Time Series | —Unverified | 0 |
| TSRating: Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment | Jun 2, 2025 | Meta-LearningTime Series | —Unverified | 0 |
| The Promise of Spiking Neural Networks for Ubiquitous Computing: A Survey and New Perspectives | Jun 2, 2025 | Time Series | —Unverified | 0 |
| Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries | Jun 2, 2025 | Graph Neural NetworkMultivariate Time Series Forecasting | —Unverified | 0 |
| Temporal Variational Implicit Neural Representations | Jun 2, 2025 | ImputationMeta-Learning | —Unverified | 0 |
| Trojan Horse Hunt in Time Series Forecasting for Space Operations | Jun 2, 2025 | Model PoisoningTime Series | —Unverified | 0 |
| Explainable-AI powered stock price prediction using time series transformers: A Case Study on BIST100 | Jun 1, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification | May 31, 2025 | ClassificationEEG | —Unverified | 0 |
| Machine-learning Growth at Risk | May 31, 2025 | Model SelectionTime Series | —Unverified | 0 |
| A Family of Robust Generalized Adaptive Filters and Application for Time-series Prediction | May 31, 2025 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Revisiting LLMs as Zero-Shot Time-Series Forecasters: Small Noise Can Break Large Models | May 31, 2025 | SensitivityTime Series | CodeCode Available | 0 |
| Binary Cumulative Encoding meets Time Series Forecasting | May 30, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series | May 30, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? | May 29, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Towards Explainable Sequential Learning | May 29, 2025 | Time Series | —Unverified | 0 |
| Non-collective Calibrating Strategy for Time Series Forecasting | May 29, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Trajectory Generator Matching for Time Series | May 29, 2025 | Time SeriesTime Series Generation | —Unverified | 0 |
| Improving Time Series Forecasting via Instance-aware Post-hoc Revision | May 29, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Less is More: Unlocking Specialization of Time Series Foundation Models via Structured Pruning | May 29, 2025 | Time Series | —Unverified | 0 |
| Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting | May 29, 2025 | Inductive BiasTime Series | —Unverified | 0 |
| Multivariate de Bruijn Graphs: A Symbolic Graph Framework for Time Series Forecasting | May 28, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting | May 28, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series | May 27, 2025 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Time-Series Learning for Proactive Fault Prediction in Distributed Systems with Deep Neural Structures | May 27, 2025 | Fault DetectionPrediction | —Unverified | 0 |
| Are Time-Series Foundation Models Deployment-Ready? A Systematic Study of Adversarial Robustness Across Domains | May 26, 2025 | Adversarial RobustnessData Poisoning | —Unverified | 0 |
| Learning with Expected Signatures: Theory and Applications | May 26, 2025 | Time Series | —Unverified | 0 |