| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 |
| Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning | Jun 5, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification | Dec 16, 2020 | General ClassificationTime Series | 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 |
| Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series | Mar 17, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Closed-Form Diffeomorphic Transformations for Time Series Alignment | Jun 16, 2022 | CPUForm | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| ml_edm package: a Python toolkit for Machine Learning based Early Decision Making | Aug 23, 2024 | Decision MakingEarly Classification | CodeCode Available | 1 |
| CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting | Jun 4, 2024 | Dataset CondensationTime Series | CodeCode Available | 1 |
| BlackGoose Rimer: Harnessing RWKV-7 as a Simple yet Superior Replacement for Transformers in Large-Scale Time Series Modeling | Mar 8, 2025 | Meta-LearningTime 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 |
| Blending gradient boosted trees and neural networks for point and probabilistic forecasting of hierarchical time series | Oct 19, 2023 | DiversityFeature Engineering | CodeCode Available | 1 |
| Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks | Jan 6, 2022 | Audio ClassificationClassification | CodeCode Available | 1 |
| ClaSP - Time Series Segmentation | Oct 26, 2021 | Change Point DetectionSegmentation | CodeCode Available | 1 |
| DeepMoD: Deep learning for Model Discovery in noisy data | Apr 20, 2019 | Deep LearningModel Discovery | CodeCode Available | 1 |
| Monash University, UEA, UCR Time Series Extrinsic Regression Archive | Jun 19, 2020 | BenchmarkingMissing Values | 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 |
| Motion Correction and Volumetric Reconstruction for Fetal Functional Magnetic Resonance Imaging Data | Feb 11, 2022 | Functional ConnectivityL2 Regularization | CodeCode Available | 1 |
| CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models | May 24, 2024 | counterfactualTime Series | CodeCode Available | 1 |
| MR. Estimator, a toolbox to determine intrinsic timescales from subsampled spiking activity | Jul 7, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction | Jan 31, 2024 | DecoderGraph Learning | CodeCode Available | 1 |
| MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian | Sep 1, 2022 | Graph Neural NetworkLink Prediction | CodeCode Available | 1 |
| Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting | May 30, 2023 | DecoderTime Series | CodeCode Available | 1 |
| BolT: Fused Window Transformers for fMRI Time Series Analysis | May 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation | Sep 21, 2024 | Time SeriesTime Series Generation | CodeCode Available | 1 |
