| Effectively Modeling Time Series with Simple Discrete State Spaces | Mar 16, 2023 | State Space ModelsTime Series | CodeCode Available | 1 | 5 |
| AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme | May 8, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | CodeCode Available | 1 | 5 |
| Building an Automated and Self-Aware Anomaly Detection System | Nov 10, 2020 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| k-Graph: A Graph Embedding for Interpretable Time Series Clustering | Feb 18, 2025 | ClusteringGraph Embedding | CodeCode Available | 1 | 5 |
| Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets | Sep 28, 2021 | ClassificationTime Series | CodeCode Available | 1 | 5 |
| Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching | May 31, 2024 | Time Series | CodeCode Available | 1 | 5 |
| DeepMoD: Deep learning for Model Discovery in noisy data | Apr 20, 2019 | Deep LearningModel Discovery | CodeCode Available | 1 | 5 |
| DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting | Mar 15, 2022 | SchedulingTime Series | CodeCode Available | 1 | 5 |
| k-Nearest Neighbour Classifiers: 2nd Edition (with Python examples) | Apr 9, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Efficient Integration of Multi-Order Dynamics and Internal Dynamics in Stock Movement Prediction | Nov 11, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting | Dec 22, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| CANShield: Deep Learning-Based Intrusion Detection Framework for Controller Area Networks at the Signal-Level | May 3, 2022 | Intrusion DetectionTime Series | CodeCode Available | 1 | 5 |
| Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting | May 24, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Scalable Classifier-Agnostic Channel Selection for Multivariate Time Series Classification | Jun 18, 2022 | channel selectionTime Series | CodeCode Available | 1 | 5 |
| Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting | Jul 4, 2023 | DecoderTime Series | CodeCode Available | 1 | 5 |
| Embedded feature selection in LSTM networks with multi-objective evolutionary ensemble learning for time series forecasting | Dec 29, 2023 | AttributeEnsemble Learning | CodeCode Available | 1 | 5 |
| Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting | May 30, 2023 | DecoderTime Series | CodeCode Available | 1 | 5 |
| Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting | Dec 14, 2021 | Graph LearningMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| A foundation model with multi-variate parallel attention to generate neuronal activity | Jun 25, 2025 | Seizure DetectionTime Series | CodeCode Available | 1 | 5 |
| Scaling Law for Time Series Forecasting | May 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Encoding Cardiopulmonary Exercise Testing Time Series as Images for Classification using Convolutional Neural Network | Apr 26, 2022 | DiagnosticTime Series | CodeCode Available | 1 | 5 |
| ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models | Jun 18, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Knowledge and topology: A two layer spatially dependent graph neural networks to identify urban functions with time-series street view image | Mar 16, 2023 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative | Feb 13, 2025 | ImputationTime Series | CodeCode Available | 1 | 5 |
