| LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization | Mar 11, 2025 | Domain AdaptationDomain Generalization | —Unverified | 0 |
| MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting | Mar 11, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Towards Efficient Parametric State Estimation in Circulating Fuel Reactors with Shallow Recurrent Decoder Networks | Mar 11, 2025 | DecoderState Estimation | CodeCode Available | 0 |
| Data Driven Decision Making with Time Series and Spatio-temporal Data | Mar 11, 2025 | Decision MakingTime Series | —Unverified | 0 |
| A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph | Mar 10, 2025 | Anomaly DetectionDecoder | —Unverified | 0 |
| Machine learning algorithms to predict stroke in China based on causal inference of time series analysis | Mar 10, 2025 | Causal InferenceFeature Importance | —Unverified | 0 |
| Personalized Convolutional Dictionary Learning of Physiological Time Series | Mar 10, 2025 | Dictionary LearningTime Series | CodeCode Available | 0 |
| ReLATE: Resilient Learner Selection for Multivariate Time-Series Classification Against Adversarial Attacks | Mar 10, 2025 | Adversarial AttackDeep Learning | —Unverified | 0 |
| PTMs-TSCIL Pre-Trained Models Based Class-Incremental Learning | Mar 10, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Enhancing Time Series Forecasting via Logic-Inspired Regularization | Mar 10, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models | Mar 10, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA | Mar 9, 2025 | Graph Neural NetworkTime Series | —Unverified | 0 |
| Applied Machine Learning Methods with Long-Short Term Memory Based Recurrent Neural Networks for Multivariate Temperature Prediction | Mar 8, 2025 | PredictionTime Series | —Unverified | 0 |
| BlackGoose Rimer: Harnessing RWKV-7 as a Simple yet Superior Replacement for Transformers in Large-Scale Time Series Modeling | Mar 8, 2025 | Meta-LearningTime Series | CodeCode Available | 1 |
| WaveStitch: Flexible and Fast Conditional Time Series Generation with Diffusion Models | Mar 8, 2025 | DenoisingImputation | CodeCode Available | 0 |
| Fixing the Pitfalls of Probabilistic Time-Series Forecasting Evaluation by Kernel Quadrature | Mar 8, 2025 | Probabilistic Time Series ForecastingTime Series | —Unverified | 0 |
| GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images | Mar 8, 2025 | cross-modal alignmentDiagnostic | CodeCode Available | 3 |
| A Novel Distributed PV Power Forecasting Approach Based on Time-LLM | Mar 8, 2025 | Large Language ModelScheduling | —Unverified | 0 |
| MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification | Mar 7, 2025 | Action RecognitionEEG | CodeCode Available | 1 |
| Generating Building-Level Heat Demand Time Series by Combining Occupancy Simulations and Thermal Modeling | Mar 7, 2025 | Time Series | —Unverified | 0 |
| On reconstructing high derivatives of noisy time-series with confidence intervals | Mar 7, 2025 | Time Series | —Unverified | 0 |
| TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster | Mar 6, 2025 | Domain AdaptationMixture-of-Experts | —Unverified | 0 |
| TimeFound: A Foundation Model for Time Series Forecasting | Mar 6, 2025 | DecoderTime Series | —Unverified | 0 |
| CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation | Mar 6, 2025 | DiversitySynthetic Data Generation | —Unverified | 0 |
| Coarse graining and reduced order models for plume ejection dynamics | Mar 6, 2025 | Time Series | —Unverified | 0 |