| Learning Graph Neural Networks for Multivariate Time Series Anomaly Detection | Nov 15, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT | Apr 8, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection | Jul 25, 2022 | Anomaly DetectionOne-Class Classification | CodeCode Available | 1 |
| Learning Perturbations to Explain Time Series Predictions | May 30, 2023 | Time Series | CodeCode Available | 1 |
| Learning Signal Temporal Logic through Neural Network for Interpretable Classification | Oct 4, 2022 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Learning Soft Sparse Shapes for Efficient Time-Series Classification | May 11, 2025 | ClassificationTime Series | CodeCode Available | 1 |
| An Experimental Review on Deep Learning Architectures for Time Series Forecasting | Mar 22, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| Benchmarks and Custom Package for Energy Forecasting | Jul 14, 2023 | Feature EngineeringLoad Forecasting | CodeCode Available | 1 |
| Benchmark time series data sets for PyTorch -- the torchtime package | Jul 25, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Learning Task-Aware Effective Brain Connectivity for fMRI Analysis with Graph Neural Networks | Nov 1, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift | Oct 23, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Learning to Embed Time Series Patches Independently | Dec 27, 2023 | Contrastive LearningRepresentation 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 |
| Learning Whole Heart Mesh Generation From Patient Images For Computational Simulations | Mar 20, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| An Extreme-Adaptive Time Series Prediction Model Based on Probability-Enhanced LSTM Neural Networks | Nov 29, 2022 | PredictionTime Series | CodeCode Available | 1 |
| Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers | May 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Light Curve Classification with DistClassiPy: a new distance-based classifier | Mar 18, 2024 | AstronomyClassification | CodeCode Available | 1 |
| Light curve completion and forecasting using fast and scalable Gaussian processes (MuyGPs) | Aug 31, 2022 | Gaussian ProcessesPose Estimation | CodeCode Available | 1 |
| Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks | Jan 6, 2022 | Audio ClassificationClassification | CodeCode Available | 1 |
| ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative Method | Apr 10, 2025 | Time SeriesWeather Forecasting | CodeCode Available | 1 |
| LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters | Aug 16, 2023 | ChatbotMultivariate Time Series Forecasting | CodeCode Available | 1 |
| LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting | Oct 15, 2024 | 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 |
| LoCoMotif: Discovering time-warped motifs in time series | Nov 29, 2023 | Time Series | CodeCode Available | 1 |
| ClaSP -- Parameter-free Time Series Segmentation | Jul 28, 2022 | Change Point DetectionSegmentation | CodeCode Available | 1 |
