| Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications | Aug 20, 2024 | Time Series | —Unverified | 0 |
| Interactive Counterfactual Generation for Univariate Time Series | Aug 20, 2024 | counterfactualTime Series | —Unverified | 0 |
| Towards Foundation Models for the Industrial Forecasting of Chemical Kinetics | Aug 20, 2024 | Time Series | —Unverified | 0 |
| Deep Learning-based Classification of Dementia using Image Representation of Subcortical Signals | Aug 20, 2024 | EEGHippocampus | —Unverified | 0 |
| sTransformer: A Modular Approach for Extracting Inter-Sequential and Temporal Information for Time-Series Forecasting | Aug 19, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Unlocking the Power of LSTM for Long Term Time Series Forecasting | Aug 19, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Causality-Inspired Models for Financial Time Series Forecasting | Aug 19, 2024 | Causal Discoveryfeature selection | —Unverified | 0 |
| PLUTUS: A Well Pre-trained Large Unified Transformer can Unveil Financial Time Series Regularities | Aug 19, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| Demystifying the Communication Characteristics for Distributed Transformer Models | Aug 19, 2024 | Audio GenerationGPU | —Unverified | 0 |
| Agentic Retrieval-Augmented Generation for Time Series Analysis | Aug 18, 2024 | RAGRetrieval | —Unverified | 0 |
| Enhancing Startup Success Predictions in Venture Capital: A GraphRAG Augmented Multivariate Time Series Method | Aug 18, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Benchmark Time Series Dataset for Semiconductor Fabrication Manufacturing Constructed using Component-based Discrete-Event Simulation Models | Aug 17, 2024 | Time Series | —Unverified | 0 |
| Time Series Analysis by State Space Learning | Aug 17, 2024 | State Space ModelsTime Series | —Unverified | 0 |
| Beam Prediction based on Large Language Models | Aug 16, 2024 | Beam PredictionPrediction | —Unverified | 0 |
| An Empirical Examination of Balancing Strategy for Counterfactual Estimation on Time Series | Aug 16, 2024 | counterfactualTime Series | —Unverified | 0 |
| DeNOTS: Stable Deep Neural ODEs for Time Series | Aug 15, 2024 | Irregular Time SeriesState Space Models | —Unverified | 0 |
| System States Forecasting of Microservices with Dynamic Spatio-Temporal Data | Aug 15, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Classification of High-dimensional Time Series in Spectral Domain using Explainable Features | Aug 15, 2024 | EEGfeature selection | —Unverified | 0 |
| Causal Discovery from Time-Series Data with Short-Term Invariance-Based Convolutional Neural Networks | Aug 15, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| RandomNet: Clustering Time Series Using Untrained Deep Neural Networks | Aug 15, 2024 | ClusteringTime Series | CodeCode Available | 0 |
| Localized Sparse Principal Component Analysis of Multivariate Time Series in Frequency Domain | Aug 15, 2024 | EEGTime Series | —Unverified | 0 |
| A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining | Aug 15, 2024 | Time SeriesTime Series Generation | —Unverified | 0 |
| LiPCoT: Linear Predictive Coding based Tokenizer for Self-supervised Learning of Time Series Data via Language Models | Aug 14, 2024 | EEGSelf-Supervised Learning | CodeCode Available | 0 |
| Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis | Aug 14, 2024 | Adversarial RobustnessKolmogorov-Arnold Networks | CodeCode Available | 0 |
| Leveraging Priors via Diffusion Bridge for Time Series Generation | Aug 13, 2024 | Data AugmentationTime Series | —Unverified | 0 |
| Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection | Aug 13, 2024 | Anomaly DetectionFairness | —Unverified | 0 |
| Unleashing The Power of Pre-Trained Language Models for Irregularly Sampled Time Series | Aug 12, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Anomaly Detection in Time Series of EDFA Pump Currents to Monitor Degeneration Processes using Fuzzy Clustering | Aug 12, 2024 | Anomaly DetectionChange Detection | —Unverified | 0 |
| Inferring directed spectral information flow between mixed-frequency time series | Aug 12, 2024 | Computational EfficiencyGeophysics | CodeCode Available | 0 |
| Kernel Sum of Squares for Data Adapted Kernel Learning of Dynamical Systems from Data: A global optimization approach | Aug 12, 2024 | global-optimizationTime Series | —Unverified | 0 |
| Change-Point Detection in Time Series Using Mixed Integer Programming | Aug 11, 2024 | Change Point Detectionregression | —Unverified | 0 |
| Strong denoising of financial time-series | Aug 11, 2024 | DenoisingTime Series | —Unverified | 0 |
| An End-to-End Model for Time Series Classification In the Presence of Missing Values | Aug 11, 2024 | ClassificationImputation | —Unverified | 0 |
| Predicting Chaotic System Behavior using Machine Learning Techniques | Aug 11, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Detecting Masquerade Attacks in Controller Area Networks Using Graph Machine Learning | Aug 10, 2024 | Intrusion DetectionTime Series | CodeCode Available | 0 |
| An Evaluation of Standard Statistical Models and LLMs on Time Series Forecasting | Aug 9, 2024 | Sentiment AnalysisText Generation | CodeCode Available | 0 |
| ARMA-Design: Optimal Treatment Allocation Strategies for A/B Testing in Partially Observable Time Series Experiments | Aug 9, 2024 | Time Series | CodeCode Available | 0 |
| Uncertainty-Aware Crime Prediction With Spatial Temporal Multivariate Graph Neural Networks | Aug 8, 2024 | Crime PredictionTime Series | —Unverified | 0 |
| Anomaly Prediction: A Novel Approach with Explicit Delay and Horizon | Aug 8, 2024 | Anomaly DetectionPrediction | —Unverified | 0 |
| Generating Fine-Grained Causality in Climate Time Series Data for Forecasting and Anomaly Detection | Aug 8, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Inter-Series Transformer: Attending to Products in Time Series Forecasting | Aug 7, 2024 | Demand ForecastingTime Series | —Unverified | 0 |
| Activations Through Extensions: A Framework To Boost Performance Of Neural Networks | Aug 7, 2024 | Time Series | —Unverified | 0 |
| Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions | Aug 7, 2024 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting | Aug 7, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Comparative analysis of stationarity for Bitcoin and the S&P500 | Aug 6, 2024 | Time Series | —Unverified | 0 |
| Don't Think It Twice: Exploit Shift Invariance for Efficient Online Streaming Inference of CNNs | Aug 6, 2024 | Computational EfficiencyTime Series | CodeCode Available | 0 |
| Can LLMs Serve As Time Series Anomaly Detectors? | Aug 6, 2024 | Anomaly DetectionIn-Context Learning | —Unverified | 0 |
| Spacecraft inertial parameters estimation using time series clustering and reinforcement learning | Aug 6, 2024 | ClusteringTime Series | —Unverified | 0 |
| Hedge Fund Portfolio Construction Using PolyModel Theory and iTransformer | Aug 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| RHiOTS: A Framework for Evaluating Hierarchical Time Series Forecasting Algorithms | Aug 6, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |