| Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series Classification | Sep 30, 2024 | Model SelectionTime Series | CodeCode Available | 0 |
| Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation | Sep 29, 2024 | DiversityDomain Adaptation | CodeCode Available | 0 |
| KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators | Sep 29, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts | Sep 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Optimizing Time Series Forecasting: A Comparative Study of Adam and Nesterov Accelerated Gradient on LSTM and GRU networks Using Stock Market data | Sep 28, 2024 | PredictionTime Series | CodeCode Available | 0 |
| Explicit construction of recurrent neural networks effectively approximating discrete dynamical systems | Sep 28, 2024 | Time Series | —Unverified | 0 |
| Volatility Forecasting in Global Financial Markets Using TimeMixer | Sep 27, 2024 | ManagementTime Series | —Unverified | 0 |
| Tail Risk Analysis for Financial Time Series | Sep 27, 2024 | Time Series | —Unverified | 0 |
| On the Power of Decision Trees in Auto-Regressive Language Modeling | Sep 27, 2024 | Computational EfficiencyDiversity | —Unverified | 0 |
| Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| CESNET-TimeSeries24: Time Series Dataset for Network Traffic Anomaly Detection and Forecasting | Sep 27, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model | Sep 27, 2024 | Bayesian InferenceTime Series | —Unverified | 0 |
| HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting | Sep 27, 2024 | energy managementFederated Learning | —Unverified | 0 |
| Treating Brain-inspired Memories as Priors for Diffusion Model to Forecast Multivariate Time Series | Sep 27, 2024 | Time Series | —Unverified | 0 |
| CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark | Sep 26, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 3 |
| Method for Evaluating the Number of Signal Sources and Application to Non-invasive Brain-computer Interface | Sep 26, 2024 | Brain Computer InterfaceTime Series | —Unverified | 0 |
| Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction | Sep 26, 2024 | MambaPrediction | CodeCode Available | 2 |
| Causality-based Subject and Task Fingerprints using fMRI Time-series Data | Sep 26, 2024 | Graph Neural NetworkTime Series | —Unverified | 0 |
| A novel application of Shapley values for large multidimensional time-series data: Applying explainable AI to a DNA profile classification neural network | Sep 26, 2024 | ClassificationSuperpixels | —Unverified | 0 |
| Using dynamic loss weighting to boost improvements in forecast stability | Sep 26, 2024 | Time Series | CodeCode Available | 0 |
| From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection | Sep 26, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting | Sep 26, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Machine Learning-based vs Deep Learning-based Anomaly Detection in Multivariate Time Series for Spacecraft Attitude Sensors | Sep 26, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction | Sep 26, 2024 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |