| TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation | Dec 21, 2024 | Dynamic Time WarpingRAG | —Unverified | 0 |
| VSFormer: Value and Shape-Aware Transformer with Prior-Enhanced Self-Attention for Multivariate Time Series Classification | Dec 21, 2024 | ClassificationTime Series | —Unverified | 0 |
| Learned Compression of Nonlinear Time Series With Random Access | Dec 20, 2024 | Time Series | CodeCode Available | 1 |
| Iterative Encoding-Decoding VAEs Anomaly Detection in NOAA's DART Time Series: A Machine Learning Approach for Enhancing Data Integrity for NASA's GRACE-FO Verification and Validation | Dec 20, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Explainable AI for Multivariate Time Series Pattern Exploration: Latent Space Visual Analytics with Temporal Fusion Transformer and Variational Autoencoders in Power Grid Event Diagnosis | Dec 20, 2024 | Computational EfficiencyDimensionality Reduction | —Unverified | 0 |
| Using matrix-product states for time-series machine learning | Dec 20, 2024 | AstronomyImputation | CodeCode Available | 1 |
| Noisereduce: Domain General Noise Reduction for Time Series Signals | Dec 19, 2024 | Time Series | CodeCode Available | 5 |
| Zero Shot Time Series Forecasting Using Kolmogorov Arnold Networks | Dec 19, 2024 | Domain AdaptationKolmogorov-Arnold Networks | —Unverified | 0 |
| Enhancing Masked Time-Series Modeling via Dropping Patches | Dec 19, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Leveraging Time Series Categorization and Temporal Fusion Transformers to Improve Cryptocurrency Price Forecasting | Dec 19, 2024 | Decision MakingTime Series | —Unverified | 0 |
| A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment | Dec 19, 2024 | Bayesian OptimizationDemand Forecasting | —Unverified | 0 |
| Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine | Dec 19, 2024 | Selection biasTime Series | —Unverified | 0 |
| Multivariate Rough Volatility | Dec 18, 2024 | Time Series | —Unverified | 0 |
| PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting | Dec 18, 2024 | Computational EfficiencyTime Series | —Unverified | 0 |
| QuLTSF: Long-Term Time Series Forecasting with Quantum Machine Learning | Dec 18, 2024 | Quantum Machine LearningTime Series | CodeCode Available | 0 |
| Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder Architecture | Dec 18, 2024 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Synthetic Time Series Data Generation for Healthcare Applications: A PCG Case Study | Dec 17, 2024 | Data AugmentationDiagnostic | —Unverified | 0 |
| Comparative Analysis of Zero-Shot Capability of Time-Series Foundation Models in Short-Term Load Prediction | Dec 17, 2024 | Time Series | —Unverified | 0 |
| Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification | Dec 17, 2024 | DecoderTime Series | —Unverified | 0 |
| TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis | Dec 17, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| GG-SSMs: Graph-Generating State Space Models | Dec 17, 2024 | MambaOptical Flow Estimation | —Unverified | 0 |
| A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting | Dec 17, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Are Large Language Models Useful for Time Series Data Analysis? | Dec 16, 2024 | Anomaly DetectionDecision Making | —Unverified | 0 |
| Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting | Dec 16, 2024 | QuantizationTime Series | —Unverified | 0 |
| EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions | Dec 16, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data | Dec 16, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Deep-learning-based identification of individual motion characteristics from upper-limb trajectories towards disorder stage evaluation | Dec 16, 2024 | DiagnosticTime Series | —Unverified | 0 |
| Multimodal LLM for Intelligent Transportation Systems | Dec 16, 2024 | Decision MakingMotion Planning | —Unverified | 0 |
| Individual Bus Trip Chain Prediction and Pattern Identification Considering Similarities | Dec 16, 2024 | PredictionTime Series | CodeCode Available | 0 |
| TS-SatFire: A Multi-Task Satellite Image Time-Series Dataset for Wildfire Detection and Prediction | Dec 16, 2024 | Earth ObservationFire Detection | CodeCode Available | 1 |
| Hierarchical Bidirectional Transition Dispersion Entropy-based Lempel-Ziv Complexity and Its Application in Fault-Bearing Diagnosis | Dec 15, 2024 | Time Series | —Unverified | 0 |
| Missing data imputation for noisy time-series data and applications in healthcare | Dec 15, 2024 | Deep LearningDenoising | —Unverified | 0 |
| Grassmannian Geometry Meets Dynamic Mode Decomposition in DMD-GEN: A New Metric for Mode Collapse in Time Series Generative Models | Dec 15, 2024 | Image GenerationTime Series | —Unverified | 0 |
| VAR models with an index structure: A survey with new results | Dec 15, 2024 | Time Series | —Unverified | 0 |
| Learning Latent Spaces for Domain Generalization in Time Series Forecasting | Dec 15, 2024 | Domain GeneralizationTime Series | —Unverified | 0 |
| Transformer-Based Bearing Fault Detection using Temporal Decomposition Attention Mechanism | Dec 15, 2024 | Fault DetectionTime Series | —Unverified | 0 |
| Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series Classification | Dec 14, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 0 |
| WaveGNN: Modeling Irregular Multivariate Time Series for Accurate Predictions | Dec 14, 2024 | AstronomyEpidemiology | —Unverified | 0 |
| DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting | Dec 14, 2024 | Clusteringenergy management | CodeCode Available | 5 |
| Upstream flow geometries can be uniquely learnt from single-point turbulence signatures | Dec 14, 2024 | Time Series | —Unverified | 0 |
| Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series Data | Dec 13, 2024 | DecoderStock Market Prediction | CodeCode Available | 0 |
| Integrative Analysis of Financial Market Sentiment Using CNN and GRU for Risk Prediction and Alert Systems | Dec 13, 2024 | Time Series | —Unverified | 0 |
| Multivariate Time Series Clustering for Environmental State Characterization of Ground-Based Gravitational-Wave Detectors | Dec 13, 2024 | Time SeriesTime Series Clustering | —Unverified | 0 |
| Financial Fine-tuning a Large Time Series Model | Dec 13, 2024 | Image GenerationPrediction | CodeCode Available | 2 |
| Semi-Periodic Activation for Time Series Classification | Dec 13, 2024 | ClassificationTime Series | CodeCode Available | 0 |
| Federated Learning of Dynamic Bayesian Network via Continuous Optimization from Time Series Data | Dec 13, 2024 | Causal DiscoveryFederated Learning | CodeCode Available | 0 |
| Conformal Prediction on Quantifying Uncertainty of Dynamic Systems | Dec 12, 2024 | Conformal PredictionOperator learning | —Unverified | 0 |
| Toward Foundation Model for Multivariate Wearable Sensing of Physiological Signals | Dec 12, 2024 | EEGTime Series | CodeCode Available | 1 |
| Agtech Framework for Cranberry-Ripening Analysis Using Vision Foundation Models | Dec 12, 2024 | Dimensionality ReductionTime Series | —Unverified | 0 |
| Soybean Maturity Prediction using 2D Contour Plots from Drone based Time Series Imagery | Dec 12, 2024 | Time Series | CodeCode Available | 0 |