| Exploring the Impact of Synthetic Data on Human Gesture Recognition Tasks Using GANs | Dec 9, 2024 | Activity RecognitionGesture Recognition | —Unverified | 0 |
| Spiking Neural Networks for Radio Frequency Interference Detection in Radio Astronomy | Dec 9, 2024 | AstronomyTime Series | —Unverified | 0 |
| Variable Selection for Comparing High-dimensional Time-Series Data | Dec 9, 2024 | Time SeriesVariable Selection | —Unverified | 0 |
| Systematic comparison of deep generative models applied to multivariate financial time series | Dec 9, 2024 | ManagementPortfolio Optimization | —Unverified | 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 |
| LMS-AutoTSF: Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting | Dec 9, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| PASTA: Neural Architecture Search for Anomaly Detection in Multivariate Time Series | Dec 9, 2024 | Anomaly DetectionNeural Architecture Search | CodeCode Available | 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 |
| Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization | 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 |
| 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 |
| UTSD: Unified Time Series Diffusion Model | Dec 4, 2024 | Denoisingmodel | —Unverified | 0 |
| Timestamp calibration for time-series single cell RNA-seq expression data | Dec 4, 2024 | Time Series | CodeCode Available | 0 |
| Research on Financial Multi-Asset Portfolio Risk Prediction Model Based on Convolutional Neural Networks and Image Processing | Dec 4, 2024 | ManagementPrediction | —Unverified | 0 |
| Advanced Risk Prediction and Stability Assessment of Banks Using Time Series Transformer Models | Dec 4, 2024 | ManagementPrediction | —Unverified | 0 |
| LLMForecaster: Improving Seasonal Event Forecasts with Unstructured Textual Data | Dec 3, 2024 | Demand ForecastingTime Series | —Unverified | 0 |
| Time-Series-Informed Closed-loop Learning for Sequential Decision Making and Control | Dec 3, 2024 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Enhancing Crop Segmentation in Satellite Image Time Series with Transformer Networks | Dec 2, 2024 | SegmentationTime Series | —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 |
| Enhanced N-BEATS for Mid-Term Electricity Demand Forecasting | Dec 2, 2024 | Demand ForecastingLoad Forecasting | —Unverified | 0 |
| MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysis | Dec 2, 2024 | Contrastive LearningMissing Values | —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 |
| DSSRNN: Decomposition-Enhanced State-Space Recurrent Neural Network for Time-Series Analysis | Dec 1, 2024 | Computational EfficiencyPhysics-informed machine learning | CodeCode Available | 0 |
| A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series | Dec 1, 2024 | ImputationQuantization | —Unverified | 0 |
| Fine-Tuning Pre-trained Large Time Series Models for Prediction of Wind Turbine SCADA Data | Nov 30, 2024 | PredictionTime Series | —Unverified | 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 |
| Unsupervised Learning Approach to Anomaly Detection in Gravitational Wave Data | Nov 29, 2024 | Anomaly DetectionTime 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 |
| An Adversarial Learning Approach to Irregular Time-Series Forecasting | Nov 28, 2024 | Irregular Time SeriesTime Series | —Unverified | 0 |
| Ridge Regression for Manifold-valued Time-Series with Application to Meteorological Forecast | Nov 27, 2024 | regressionTime Series | —Unverified | 0 |
| LLM-ABBA: Understanding time series via symbolic approximation | Nov 27, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| Heterogeneous Relationships of Subjects and Shapelets for Semi-supervised Multivariate Series Classification | Nov 27, 2024 | Activity RecognitionClassification | —Unverified | 0 |
| The Performance of the LSTM-based Code Generated by Large Language Models (LLMs) in Forecasting Time Series Data | Nov 27, 2024 | Deep LearningSpecificity | —Unverified | 0 |
| MFF-FTNet: Multi-scale Feature Fusion across Frequency and Temporal Domains for Time Series Forecasting | Nov 26, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing | Nov 26, 2024 | MambaMultivariate Time Series Forecasting | CodeCode Available | 0 |
| GraphSubDetector: Time Series Subsequence Anomaly Detection via Density-Aware Adaptive Graph Neural Network | Nov 26, 2024 | Anomaly DetectionGraph Neural Network | —Unverified | 0 |
| Conformalised Conditional Normalising Flows for Joint Prediction Regions in time series | Nov 26, 2024 | Conformal PredictionNormalising Flows | —Unverified | 0 |
| Rock the KASBA: Blazingly Fast and Accurate Time Series Clustering | Nov 26, 2024 | Anomaly DetectionClustering | —Unverified | 0 |
| Leaning Time-Varying Instruments for Identifying Causal Effects in Time-Series Data | Nov 26, 2024 | EpidemiologyTime Series | —Unverified | 0 |
| Time-Series Forecasting in Smart Manufacturing Systems: An Experimental Evaluation of the State-of-the-art Algorithms | Nov 26, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Clustering Time Series Data with Gaussian Mixture Embeddings in a Graph Autoencoder Framework | Nov 25, 2024 | ClusteringManagement | —Unverified | 0 |
| CatNet: Controlling the False Discovery Rate in LSTM with SHAP Feature Importance and Gaussian Mirrors | Nov 25, 2024 | Feature Importancefeature selection | —Unverified | 0 |
| Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries | Nov 25, 2024 | ICU AdmissionLarge Language Model | —Unverified | 0 |
| Towards Foundation Models for Critical Care Time Series | Nov 25, 2024 | DiversityTime Series | —Unverified | 0 |