| Long term 5G network traffic forecasting via modeling non-stationarity with deep learning | Jun 6, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization | Jun 29, 2024 | Dynamic Time WarpingPrediction | CodeCode Available | 1 |
| LSTM-Autoencoder based Anomaly Detection for Indoor Air Quality Time Series Data | Apr 14, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| LSTM Fully Convolutional Networks for Time Series Classification | Sep 8, 2017 | General ClassificationOutlier Detection | CodeCode Available | 1 |
| LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting | Oct 21, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level | May 3, 2022 | Intrusion DetectionTime Series | CodeCode Available | 1 |
| Classifying Sequences of Extreme Length with Constant Memory Applied to Malware Detection | Dec 17, 2020 | Malware DetectionTime Series | CodeCode Available | 1 |
| Machine Learning Time Series Regressions with an Application to Nowcasting | May 28, 2020 | BIG-bench Machine LearningTime Series | CodeCode Available | 1 |
| MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series | May 4, 2022 | Anomaly DetectionSelf-Supervised Learning | CodeCode Available | 1 |
| ClaSP - Time Series Segmentation | Oct 26, 2021 | Change Point DetectionSegmentation | CodeCode Available | 1 |
| A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting | Sep 2, 2021 | AttributeMulti-Task Learning | CodeCode Available | 1 |
| Classification of Arrhythmia by Using Deep Learning with 2-D ECG Spectral Image Representation | May 14, 2020 | General ClassificationSpecificity | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Manifold Topology Divergence: a Framework for Comparing Data Manifolds. | May 21, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| MarketGPT: Developing a Pre-trained transformer (GPT) for Modeling Financial Time Series | Nov 25, 2024 | Time Series | CodeCode Available | 1 |
| Bilinear Input Normalization for Neural Networks in Financial Forecasting | Sep 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks | Feb 16, 2021 | BIG-bench Machine LearningGraph Neural Network | CodeCode Available | 1 |
| ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation | Sep 21, 2024 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification | Feb 6, 2025 | Electrocardiography (ECG)Graph Learning | CodeCode Available | 1 |
| DeepMoD: Deep learning for Model Discovery in noisy data | Apr 20, 2019 | Deep LearningModel Discovery | CodeCode Available | 1 |
| Chaos as an interpretable benchmark for forecasting and data-driven modelling | Oct 11, 2021 | BenchmarkingSymbolic Regression | CodeCode Available | 1 |
| BioDiffusion: A Versatile Diffusion Model for Biomedical Signal Synthesis | Jan 12, 2024 | Time Series | CodeCode Available | 1 |
| Merlion: A Machine Learning Library for Time Series | Sep 20, 2021 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 1 |
| Character Time-series Matching For Robust License Plate Recognition | Jul 21, 2023 | GPULicense Plate Detection | CodeCode Available | 1 |
