| Score-informed Networks for Music Performance Assessment | Aug 1, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting | May 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting | Jul 4, 2023 | DecoderTime Series | CodeCode Available | 1 | 5 |
| Fast, Accurate and Interpretable Time Series Classification Through Randomization | May 31, 2021 | ClassificationTime Series | CodeCode Available | 1 | 5 |
| Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models | Oct 23, 2023 | De-identificationDenoising | CodeCode Available | 1 | 5 |
| A surrogate gradient spiking baseline for speech command recognition | Aug 22, 2022 | Audio ClassificationTime Series | CodeCode Available | 1 | 5 |
| An Analysis of Linear Time Series Forecasting Models | Mar 21, 2024 | Formregression | CodeCode Available | 1 | 5 |
| 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 |
| Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting | May 24, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Generating multivariate time series with COmmon Source CoordInated GAN (COSCI-GAN) | May 27, 2022 | Time SeriesTime Series Analysis | 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 |
| Hierarchical Forecasting at Scale | Oct 19, 2023 | Production ForecastingTime Series | CodeCode Available | 1 | 5 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Improving Clinical Outcome Predictions Using Convolution over Medical Entities with Multimodal Learning | Nov 24, 2020 | ManagementTime Series | CodeCode Available | 1 | 5 |
| Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform | May 22, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling | Feb 16, 2024 | Missing ValuesTime Series | CodeCode Available | 1 | 5 |
| BolT: Fused Window Transformers for fMRI Time Series Analysis | May 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Feature-Based Time-Series Analysis in R using the theft Package | Aug 12, 2022 | Data VisualizationTime Series | CodeCode Available | 1 | 5 |
| Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting | May 30, 2023 | ClusteringTime Series | CodeCode Available | 1 | 5 |
| A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | Oct 18, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 | 5 |
| Feature Programming for Multivariate Time Series Prediction | Jun 9, 2023 | Automated Feature EngineeringFeature Engineering | CodeCode Available | 1 | 5 |
| Semantics-aware Adaptive Knowledge Distillation for Sensor-to-Vision Action Recognition | Sep 1, 2020 | Action RecognitionImage Generation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Blending gradient boosted trees and neural networks for point and probabilistic forecasting of hierarchical time series | Oct 19, 2023 | DiversityFeature Engineering | CodeCode Available | 1 | 5 |
| Graph-Aware Contrasting for Multivariate Time-Series Classification | Sep 11, 2023 | ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| Global RTK Positioning in Graphical State Space | Aug 27, 2022 | PositionTime Series | CodeCode Available | 1 | 5 |
| GPLA-12: An Acoustic Signal Dataset of Gas Pipeline Leakage | Jun 19, 2021 | Fault DetectionFault Diagnosis | CodeCode Available | 1 | 5 |
| BioDiffusion: A Versatile Diffusion Model for Biomedical Signal Synthesis | Jan 12, 2024 | Time Series | CodeCode Available | 1 | 5 |
| ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series | Dec 17, 2023 | Time SeriesTime Series Classification | CodeCode Available | 1 | 5 |
| Graph Convolutions Enrich the Self-Attention in Transformers! | Dec 7, 2023 | Clone Detection | CodeCode Available | 1 | 5 |
| Generative Pretrained Hierarchical Transformer for Time Series Forecasting | Feb 26, 2024 | Few-Shot LearningTime Series | CodeCode Available | 1 | 5 |
| Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs | Oct 4, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 | 5 |
| Generative adversarial networks in time series: A survey and taxonomy | Jul 23, 2021 | SurveyTime Series | CodeCode Available | 1 | 5 |
| Bilinear Input Normalization for Neural Networks in Financial Forecasting | Sep 1, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Generative Adversarial Network with Soft-Dynamic Time Warping and Parallel Reconstruction for Energy Time Series Anomaly Detection | Feb 22, 2024 | Anomaly DetectionDynamic Time Warping | CodeCode Available | 1 | 5 |
| Generative time series models using Neural ODE in Variational Autoencoders | Jan 12, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Generalised Interpretable Shapelets for Irregular Time Series | May 28, 2020 | Audio ClassificationIrregular Time Series | CodeCode Available | 1 | 5 |
| Generalization of Change-Point Detection in Time Series Data Based on Direct Density Ratio Estimation | Jan 17, 2020 | Binary ClassificationChange Point Detection | CodeCode Available | 1 | 5 |
| GBT: Two-stage transformer framework for non-stationary time series forecasting | Jul 17, 2023 | Decoderregression | CodeCode Available | 1 | 5 |
| Gaussian Process Prior Variational Autoencoders | Oct 28, 2018 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Generalized Classification of Satellite Image Time Series with Thermal Positional Encoding | Mar 17, 2022 | Crop ClassificationTime Series | CodeCode Available | 1 | 5 |
| Graph-Guided Network for Irregularly Sampled Multivariate Time Series | Oct 11, 2021 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding | May 29, 2024 | Change DetectionSegmentation | CodeCode Available | 1 | 5 |
| Benchmarks and Custom Package for Energy Forecasting | Jul 14, 2023 | Feature EngineeringLoad Forecasting | 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 |
| Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data | Sep 11, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 | 5 |
| Benchmark time series data sets for PyTorch -- the torchtime package | Jul 25, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Fully Spiking Variational Autoencoder | Sep 26, 2021 | Image GenerationTime Series | CodeCode Available | 1 | 5 |
| Gated Transformer Networks for Multivariate Time Series Classification | Mar 26, 2021 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Benchmarking Deep Learning Interpretability in Time Series Predictions | Oct 26, 2020 | BenchmarkingDeep Learning | CodeCode Available | 1 | 5 |
