| A Novel Time Series-to-Image Encoding Approach for Weather Phenomena Classification | Jun 7, 2024 | Data Augmentationimage-classification | —Unverified | 0 |
| Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach | Jun 7, 2024 | Neural Architecture SearchTime Series | —Unverified | 0 |
| Denoising-Aware Contrastive Learning for Noisy Time Series | Jun 7, 2024 | Contrastive LearningDenoising | CodeCode Available | 1 |
| TimeSieve: Extracting Temporal Dynamics through Information Bottlenecks | Jun 7, 2024 | Financial AnalysisTime Series | CodeCode Available | 1 |
| UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting | Jun 7, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Assessment of Sentinel-2 spatial and temporal coverage based on the scene classification layer | Jun 6, 2024 | Scene ClassificationTime Series | CodeCode Available | 0 |
| Modeling of New Energy Vehicles' Impact on Urban Ecology Focusing on Behavior | Jun 6, 2024 | Time Series | —Unverified | 0 |
| FPN-fusion: Enhanced Linear Complexity Time Series Forecasting Model | Jun 6, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Sensitivity Assessing to Data Volume for forecasting: introducing similarity methods as a suitable one in Feature selection methods | Jun 6, 2024 | feature selectionSensitivity | —Unverified | 0 |
| TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification | Jun 6, 2024 | MambaMULTI-VIEW LEARNING | CodeCode Available | 1 |
| Amortized Equation Discovery in Hybrid Dynamical Systems | Jun 6, 2024 | Equation DiscoveryTime Series | CodeCode Available | 0 |
| Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting | Jun 6, 2024 | Computational EfficiencyData Integration | CodeCode Available | 2 |
| Learned Feature Importance Scores for Automated Feature Engineering | Jun 6, 2024 | Automated Feature EngineeringFeature Engineering | —Unverified | 0 |
| Iterative Sparse Identification of Nonlinear Dynamics | Jun 6, 2024 | Compressive SensingTime Series | —Unverified | 0 |
| Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models | Jun 6, 2024 | Anomaly DetectionMamba | —Unverified | 0 |
| Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning | Jun 6, 2024 | Reinforcement Learning (RL)Time Series | CodeCode Available | 0 |
| TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting | Jun 6, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning | Jun 5, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| TIDMAD: Time Series Dataset for Discovering Dark Matter with AI Denoising | Jun 5, 2024 | BenchmarkingDenoising | CodeCode Available | 1 |
| A Combination Model for Time Series Prediction using LSTM via Extracting Dynamic Features Based on Spatial Smoothing and Sequential General Variational Mode Decomposition | Jun 5, 2024 | PredictionTime Series | —Unverified | 0 |
| A Combination Model Based on Sequential General Variational Mode Decomposition Method for Time Series Prediction | Jun 5, 2024 | PredictionTime Series | —Unverified | 0 |
| Stochastic Diffusion: A Diffusion Probabilistic Model for Stochastic Time Series Forecasting | Jun 5, 2024 | Audio GenerationTime Series | CodeCode Available | 0 |
| Population Transformer: Learning Population-level Representations of Neural Activity | Jun 5, 2024 | Representation LearningTime Series | CodeCode Available | 1 |
| Predicting unobserved climate time series data at distant areas via spatial correlation using reservoir computing | Jun 5, 2024 | PredictionTime Series | —Unverified | 0 |
| Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models | Jun 5, 2024 | Mixture-of-ExpertsTime Series | —Unverified | 0 |
| Oscillations enhance time-series prediction in reservoir computing with feedback | Jun 5, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation | Jun 4, 2024 | Domain AdaptationImputation | —Unverified | 0 |
| An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series | Jun 4, 2024 | HumanitarianTime Series | CodeCode Available | 1 |
| A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting | Jun 4, 2024 | DecoderKolmogorov-Arnold Networks | CodeCode Available | 2 |
| A Survey of Transformer Enabled Time Series Synthesis | Jun 4, 2024 | State Space ModelsSurvey | —Unverified | 0 |
| CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting | Jun 4, 2024 | Dataset CondensationTime Series | CodeCode Available | 1 |
| Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability | Jun 4, 2024 | Kolmogorov-Arnold NetworksSymbolic Regression | —Unverified | 0 |
| Dynamic Structural Causal Models | Jun 3, 2024 | Causal DiscoveryTime Series | —Unverified | 0 |
| TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment | Jun 3, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| CAFO: Feature-Centric Explanation on Time Series Classification | Jun 3, 2024 | ClassificationFeature Importance | CodeCode Available | 1 |
| Estimation of tail risk measures in finance: Approaches to extreme value mixture modeling | Jun 1, 2024 | Density EstimationTime Series | —Unverified | 0 |
| An Unsupervised Approach for Periodic Source Detection in Time Series | Jun 1, 2024 | Self-Supervised LearningTime Series | CodeCode Available | 1 |
| A Gaussian Process-based Streaming Algorithm for Prediction of Time Series With Regimes and Outliers | Jun 1, 2024 | Gaussian ProcessesMixture-of-Experts | CodeCode Available | 0 |
| Topo4D: Topology-Preserving Gaussian Splatting for High-Fidelity 4D Head Capture | Jun 1, 2024 | 8kFace Reconstruction | —Unverified | 0 |
| Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning | May 31, 2024 | Federated LearningNavigate | CodeCode Available | 0 |
| Class-Based Time Series Data Augmentation to Mitigate Extreme Class Imbalance for Solar Flare Prediction | May 31, 2024 | Data AugmentationDecision Making | —Unverified | 0 |
| Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching | May 31, 2024 | Time Series | CodeCode Available | 1 |
| Stochastic Optimal Control for Diffusion Bridges in Function Spaces | May 31, 2024 | Image-to-Image TranslationTime Series | CodeCode Available | 0 |
| Advancing Financial Risk Prediction Through Optimized LSTM Model Performance and Comparative Analysis | May 31, 2024 | PredictionTime Series | —Unverified | 0 |
| Performance Examination of Symbolic Aggregate Approximation in IoT Applications | May 30, 2024 | Anomaly DetectionDimensionality Reduction | —Unverified | 0 |
| MGCP: A Multi-Grained Correlation based Prediction Network for Multivariate Time Series | May 30, 2024 | PredictionTime Series | —Unverified | 0 |
| FTS: A Framework to Find a Faithful TimeSieve | May 30, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Dynamic feature selection in medical predictive monitoring by reinforcement learning | May 30, 2024 | feature selectionPrediction | —Unverified | 0 |
| Rapid Wildfire Hotspot Detection Using Self-Supervised Learning on Temporal Remote Sensing Data | May 30, 2024 | Self-Supervised LearningTime Series | CodeCode Available | 0 |
| Joint Selective State Space Model and Detrending for Robust Time Series Anomaly Detection | May 30, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |