| Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis | Aug 5, 2024 | ClassificationEEG | CodeCode Available | 1 | 5 |
| RollingLDA: An Update Algorithm of Latent Dirichlet Allocation to Construct Consistent Time Series from Textual Data | Nov 1, 2021 | ArticlesTime 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 |
| Generative Network-Based Reduced-Order Model for Prediction, Data Assimilation and Uncertainty Quantification | May 28, 2021 | EpidemiologyTime Series | CodeCode Available | 1 | 5 |
| Explaining Time Series Predictions with Dynamic Masks | Jun 9, 2021 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 | 5 |
| A surrogate gradient spiking baseline for speech command recognition | Aug 22, 2022 | Audio ClassificationTime Series | CodeCode Available | 1 | 5 |
| Global RTK Positioning in Graphical State Space | Aug 27, 2022 | PositionTime Series | CodeCode Available | 1 | 5 |
| HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting | Feb 12, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Improving Computational Efficiency for Powered Descent Guidance via Transformer-based Tight Constraint Prediction | Nov 9, 2023 | Computational EfficiencyTime Series | CodeCode Available | 1 | 5 |
| Exploring Scalability in Large-Scale Time Series in DeepVATS framework | Aug 8, 2024 | Deep LearningTime Series | CodeCode Available | 1 | 5 |
| FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification | Nov 24, 2023 | Time SeriesTime Series Classification | CodeCode Available | 1 | 5 |
| From Time Series to Networks in R with the ts2net Package | Aug 20, 2022 | Graph MiningTime Series | CodeCode Available | 1 | 5 |
| Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer | Aug 19, 2022 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 | 5 |
| F-SE-LSTM: A Time Series Anomaly Detection Method with Frequency Domain Information | Dec 3, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Extraction of instantaneous frequencies and amplitudes in nonstationary time-series data | Apr 3, 2021 | DiversityTime Series | CodeCode Available | 1 | 5 |
| Benchmarking Deep Learning Interpretability in Time Series Predictions | Oct 26, 2020 | BenchmarkingDeep Learning | CodeCode Available | 1 | 5 |
| Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series | Feb 7, 2024 | Prediction IntervalsTime Series | CodeCode Available | 1 | 5 |
| Scalable Signature Kernel Computations for Long Time Series via Local Neumann Series Expansions | Feb 27, 2025 | GPUTime Series | CodeCode Available | 1 | 5 |
| From point forecasts to multivariate probabilistic forecasts: The Schaake shuffle for day-ahead electricity price forecasting | Apr 21, 2022 | Decision MakingPrediction Intervals | CodeCode Available | 1 | 5 |
| A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | Oct 18, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 | 5 |
| Fast, Accurate and Interpretable Time Series Classification Through Randomization | May 31, 2021 | ClassificationTime 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 |
| FTMixer: Frequency and Time Domain Representations Fusion for Time Series Modeling | May 24, 2024 | Computational EfficiencyTime Series | CodeCode Available | 1 | 5 |
| Bearing Fault Diagnosis Base on Multi-scale CNN and LSTM Model | Jun 5, 2020 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification | May 29, 2025 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
