| T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models | May 5, 2025 | Time SeriesTime Series Generation | CodeCode Available | 2 |
| SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting | May 5, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Learning the Simplest Neural ODE | May 4, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Ranked differences Pearson correlation dissimilarity with an application to electricity users time series clustering | May 4, 2025 | ClusteringTime Series | —Unverified | 0 |
| Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation | May 4, 2025 | Knowledge DistillationMultivariate Time Series Forecasting | CodeCode Available | 2 |
| CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting | May 4, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Lightweight Defense Against Adversarial Attacks in Time Series Classification | May 4, 2025 | Adversarial DefenseData Augmentation | CodeCode Available | 0 |
| Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments | May 3, 2025 | Contrastive LearningTime Series | —Unverified | 0 |
| Enhanced Prediction Model for Time Series Characterized by GARCH via Interval Type-2 Fuzzy Inference System | May 3, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing | May 3, 2025 | BenchmarkingImage Segmentation | —Unverified | 0 |
| Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts | May 2, 2025 | DescriptiveTime Series | —Unverified | 0 |
| IntrinsicTimescales.jl: A Julia package to estimate intrinsic (neural) timescales (INTs) from time-series data | May 2, 2025 | parameter estimationTime Series | —Unverified | 0 |
| FreCT: Frequency-augmented Convolutional Transformer for Robust Time Series Anomaly Detection | May 2, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing | May 2, 2025 | GPUMultivariate Time Series Forecasting | —Unverified | 0 |
| Predicting the Price of Gold in the Financial Markets Using Hybrid Models | May 2, 2025 | regressionTime Series | —Unverified | 0 |
| Early Detection of Patient Deterioration from Real-Time Wearable Monitoring System | May 2, 2025 | DiagnosticMissing Values | —Unverified | 0 |
| A-DARTS: Stable Model Selection for Data Repair in Time Series | May 1, 2025 | AutoMLImputation | CodeCode Available | 0 |
| Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting | May 1, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| A Time-Series Data Augmentation Model through Diffusion and Transformer Integration | May 1, 2025 | Data AugmentationDenoising | —Unverified | 0 |
| Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations | May 1, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series | May 1, 2025 | Anomaly DetectionMeta-Learning | —Unverified | 0 |
| Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting | May 1, 2025 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| Probabilistic Time Series Forecasting of Residential Loads -- A Copula Approach | Apr 30, 2025 | Density EstimationProbabilistic Time Series Forecasting | —Unverified | 0 |
| Conditional independence testing with a single realization of a multivariate nonstationary nonlinear time series | Apr 30, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| Online Federation For Mixtures of Proprietary Agents with Black-Box Encoders | Apr 30, 2025 | AI AgentFederated Learning | —Unverified | 0 |