| LLMs for Time Series: an Application for Single Stocks and Statistical Arbitrage | Dec 12, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Federated Foundation Models on Heterogeneous Time Series | Dec 12, 2024 | Anomaly DetectionFederated Learning | CodeCode Available | 1 |
| Auto-Regressive Moving Diffusion Models for Time Series Forecasting | Dec 12, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Quantitative Evaluation of Motif Sets in Time Series | Dec 12, 2024 | Time Series | CodeCode Available | 0 |
| Quantum Kernel-Based Long Short-term Memory for Climate Time-Series Forecasting | Dec 12, 2024 | Computational EfficiencyTime Series | —Unverified | 0 |
| Modeling Latent Non-Linear Dynamical System over Time Series | Dec 11, 2024 | Time Series | CodeCode Available | 0 |
| Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting | Dec 11, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting | Dec 11, 2024 | Adversarial AttackTime Series | CodeCode Available | 1 |
| Spectral Differential Network Analysis for High-Dimensional Time Series | Dec 10, 2024 | Time Series | —Unverified | 0 |
| PASTA: Neural Architecture Search for Anomaly Detection in Multivariate Time Series | Dec 9, 2024 | Anomaly DetectionNeural Architecture Search | CodeCode Available | 0 |
| Systematic comparison of deep generative models applied to multivariate financial time series | Dec 9, 2024 | ManagementPortfolio Optimization | —Unverified | 0 |
| PowerMamba: A Deep State Space Model and Comprehensive Benchmark for Time Series Prediction in Electric Power Systems | Dec 9, 2024 | BenchmarkingPrediction | CodeCode Available | 1 |
| Variable Selection for Comparing High-dimensional Time-Series Data | Dec 9, 2024 | Time SeriesVariable Selection | —Unverified | 0 |
| Spiking Neural Networks for Radio Frequency Interference Detection in Radio Astronomy | Dec 9, 2024 | AstronomyTime Series | —Unverified | 0 |
| LMS-AutoTSF: Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting | Dec 9, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Mining Limited Data Sufficiently: A BERT-inspired Approach for CSI Time Series Application in Wireless Communication and Sensing | Dec 9, 2024 | Action ClassificationDeep Learning | —Unverified | 0 |
| Measuring Pre-training Data Quality without Labels for Time Series Foundation Models | Dec 9, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| Exploring the Impact of Synthetic Data on Human Gesture Recognition Tasks Using GANs | Dec 9, 2024 | Activity RecognitionGesture Recognition | —Unverified | 0 |
| Curse of Attention: A Kernel-Based Perspective for Why Transformers Fail to Generalize on Time Series Forecasting and Beyond | Dec 8, 2024 | AttributeTime Series | —Unverified | 0 |
| STEAM-EEG: Spatiotemporal EEG Analysis with Markov Transfer Fields and Attentive CNNs | Dec 7, 2024 | Decision MakingEEG | —Unverified | 0 |
| GAF-FusionNet: Multimodal ECG Analysis via Gramian Angular Fields and Split Attention | Dec 7, 2024 | ECG ClassificationTime Series | CodeCode Available | 0 |
| Leveraging Time-Series Foundation Model for Subsurface Well Logs Prediction and Anomaly Detection | Dec 7, 2024 | Anomaly DetectionComputational Efficiency | —Unverified | 0 |
| A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System | Dec 7, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| KEDformer:Knowledge Extraction Seasonal Trend Decomposition for Long-term Sequence Prediction | Dec 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Rethinking Time Series Forecasting with LLMs via Nearest Neighbor Contrastive Learning | Dec 6, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization | Dec 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation | Dec 5, 2024 | Semantic SegmentationTime Series | CodeCode Available | 2 |
| Mixed Delay/Nondelay Embeddings Based Neuromorphic Computing with Patterned Nanomagnet Arrays | Dec 5, 2024 | Time Series | —Unverified | 0 |
| An Efficient Model Maintenance Approach for MLOps | Dec 5, 2024 | modelTime Series | —Unverified | 0 |
| WinTSR: A Windowed Temporal Saliency Rescaling Method for Interpreting Time Series Deep Learning Models | Dec 5, 2024 | Feature ImportanceTime Series | CodeCode Available | 1 |
| UTSD: Unified Time Series Diffusion Model | Dec 4, 2024 | Denoisingmodel | —Unverified | 0 |
| Research on Financial Multi-Asset Portfolio Risk Prediction Model Based on Convolutional Neural Networks and Image Processing | Dec 4, 2024 | ManagementPrediction | —Unverified | 0 |
| Timestamp calibration for time-series single cell RNA-seq expression data | Dec 4, 2024 | Time Series | CodeCode Available | 0 |
| ChatTS: Aligning Time Series with LLMs via Synthetic Data for Enhanced Understanding and Reasoning | Dec 4, 2024 | AttributeTime Series | CodeCode Available | 3 |
| Advanced Risk Prediction and Stability Assessment of Banks Using Time Series Transformer Models | Dec 4, 2024 | ManagementPrediction | —Unverified | 0 |
| Time-Series-Informed Closed-loop Learning for Sequential Decision Making and Control | Dec 3, 2024 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| LLMForecaster: Improving Seasonal Event Forecasts with Unstructured Textual Data | Dec 3, 2024 | Demand ForecastingTime Series | —Unverified | 0 |
| CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events | Dec 3, 2024 | ArticlesCausal Inference | CodeCode Available | 1 |
| F-SE-LSTM: A Time Series Anomaly Detection Method with Frequency Domain Information | Dec 3, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Enhanced N-BEATS for Mid-Term Electricity Demand Forecasting | Dec 2, 2024 | Demand ForecastingLoad Forecasting | —Unverified | 0 |
| FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain | Dec 2, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysis | Dec 2, 2024 | Contrastive LearningMissing Values | —Unverified | 0 |
| Enhancing Crop Segmentation in Satellite Image Time Series with Transformer Networks | Dec 2, 2024 | SegmentationTime Series | —Unverified | 0 |
| MPBD-LSTM: A Predictive Model for Colorectal Liver Metastases Using Time Series Multi-phase Contrast-Enhanced CT Scans | Dec 2, 2024 | Time Series | CodeCode Available | 0 |
| How Much Can Time-related Features Enhance Time Series Forecasting? | Dec 2, 2024 | Computational EfficiencyTime Series | CodeCode Available | 1 |
| A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series | Dec 1, 2024 | ImputationQuantization | —Unverified | 0 |
| DSSRNN: Decomposition-Enhanced State-Space Recurrent Neural Network for Time-Series Analysis | Dec 1, 2024 | Computational EfficiencyPhysics-informed machine learning | CodeCode Available | 0 |
| Linear Simple Cycle Reservoirs at the edge of stability perform Fourier decomposition of the input driving signals | Nov 30, 2024 | Time Series | CodeCode Available | 0 |
| Fine-Tuning Pre-trained Large Time Series Models for Prediction of Wind Turbine SCADA Data | Nov 30, 2024 | PredictionTime Series | —Unverified | 0 |
| Modelling Networked Dynamical System by Temporal Graph Neural ODE with Irregularly Partial Observed Time-series Data | Nov 29, 2024 | Time Series | —Unverified | 0 |