| Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding | May 19, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Temporal Query Network for Efficient Multivariate Time Series Forecasting | May 19, 2025 | Correlated Time Series ForecastingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Time series saliency maps: explaining models across multiple domains | May 19, 2025 | Explainable Artificial Intelligence (XAI)Interpretability Techniques for Deep Learning | CodeCode Available | 1 |
| TimeSeriesGym: A Scalable Benchmark for (Time Series) Machine Learning Engineering Agents | May 19, 2025 | AI AgentBenchmarking | CodeCode Available | 1 |
| Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment | May 19, 2025 | cross-modal alignmentTime Series | —Unverified | 0 |
| True Zero-Shot Inference of Dynamical Systems Preserving Long-Term Statistics | May 19, 2025 | Mixture-of-ExpertsTime Series | —Unverified | 0 |
| TSPulse: Dual Space Tiny Pre-Trained Models for Rapid Time-Series Analysis | May 19, 2025 | Anomaly DetectionDisentanglement | —Unverified | 0 |
| Level Generation with Quantum Reservoir Computing | May 19, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Alternators With Noise Models | May 18, 2025 | Density EstimationImputation | —Unverified | 0 |
| Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting | May 17, 2025 | Computational EfficiencyRepresentation Learning | —Unverified | 0 |
| Joint Manifold Learning and Optimal Transport for Dynamic Imaging | May 17, 2025 | Time Series | CodeCode Available | 0 |
| Foundation Time-Series AI Model for Realized Volatility Forecasting | May 16, 2025 | Incremental LearningTime Series | —Unverified | 0 |
| Enhancing Network Anomaly Detection with Quantum GANs and Successive Data Injection for Multivariate Time Series | May 16, 2025 | Anomaly DetectionGenerative Adversarial Network | —Unverified | 0 |
| Nearest Neighbor Multivariate Time Series Forecasting | May 16, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Beyond Time: Cross-Dimensional Frequency Supervision for Time Series Forecasting | May 16, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Heart2Mind: Human-Centered Contestable Psychiatric Disorder Diagnosis System using Wearable ECG Monitors | May 16, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 0 |
| Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning | May 16, 2025 | In-Context LearningTime Series | —Unverified | 0 |
| Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network | May 16, 2025 | Anomaly DetectionDecoder | —Unverified | 0 |
| Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion | May 16, 2025 | Computational EfficiencyDenoising | —Unverified | 0 |
| Rethinking Irregular Time Series Forecasting: A Simple yet Effective Baseline | May 16, 2025 | AstronomyIrregular Time Series | —Unverified | 0 |
| A Set-Sequence Model for Time Series | May 16, 2025 | modelTime Series | —Unverified | 0 |
| Inferring the Most Similar Variable-length Subsequences between Multidimensional Time Series | May 16, 2025 | Time Series | —Unverified | 0 |
| Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting | May 16, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 7 |
| ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing Data | May 16, 2025 | ImputationMissing Values | CodeCode Available | 0 |
| Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting | May 16, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
