| Evaluation of post-hoc interpretability methods in time-series classification | Feb 11, 2022 | ClassificationTime Series | CodeCode Available | 1 |
| Inter-Series Attention Model for COVID-19 Forecasting | Oct 25, 2020 | modelTime Series | CodeCode Available | 1 |
| COVID-19 Data Analysis and Forecasting: Algeria and the World | Jul 19, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Crop mapping from image time series: deep learning with multi-scale label hierarchies | Feb 17, 2021 | Crop ClassificationGeneral Classification | CodeCode Available | 1 |
| IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers | May 11, 2023 | DecoderTime Series | CodeCode Available | 1 |
| Counterfactual Explanations for Machine Learning on Multivariate Time Series Data | Aug 25, 2020 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 1 |
| Contrastive Domain Adaptation for Time-Series via Temporal Mixup | Dec 3, 2022 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 |
| Counterfactual Explanations for Time Series Forecasting | Oct 12, 2023 | counterfactualTime Series | CodeCode Available | 1 |
| Keiki: Towards Realistic Danmaku Generation via Sequential GANs | Jul 7, 2021 | DiversityTime Series | CodeCode Available | 1 |
| k-Graph: A Graph Embedding for Interpretable Time Series Clustering | Feb 18, 2025 | ClusteringGraph Embedding | CodeCode Available | 1 |
| Adaptive Conformal Predictions for Time Series | Feb 15, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Crop Rotation Modeling for Deep Learning-Based Parcel Classification from Satellite Time Series | Oct 15, 2021 | ClassificationCrop Classification | CodeCode Available | 1 |
| Appliance Detection Using Very Low-Frequency Smart Meter Time Series | May 10, 2023 | Meter ReadingTime Series | CodeCode Available | 1 |
| CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation | Jul 7, 2021 | Audio SynthesisImage Generation | CodeCode Available | 1 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 |
| A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction | Mar 31, 2020 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 1 |
| Correlated Time Series Self-Supervised Representation Learning via Spatiotemporal Bootstrapping | Jun 12, 2023 | Correlated Time Series ForecastingRepresentation Learning | CodeCode Available | 1 |
| Convolution-enhanced Evolving Attention Networks | Dec 16, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Last Query Transformer RNN for knowledge tracing | Feb 10, 2021 | Knowledge TracingTime Series | CodeCode Available | 1 |
| CroSSL: Cross-modal Self-Supervised Learning for Time-series through Latent Masking | Jul 31, 2023 | Contrastive LearningNovel Concepts | CodeCode Available | 1 |
| LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting | May 16, 2024 | In-Context LearningTime Series | CodeCode Available | 1 |
| LEAD1.0: A Large-scale Annotated Dataset for Energy Anomaly Detection in Commercial Buildings | Mar 30, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Learning Discriminative Prototypes with Dynamic Time Warping | Mar 17, 2021 | Action SegmentationDynamic Time Warping | CodeCode Available | 1 |
| Learning Fast and Slow for Online Time Series Forecasting | Feb 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting | Dec 14, 2023 | ManagementRepresentation Learning | CodeCode Available | 1 |
| Learning future terrorist targets through temporal meta-graphs | Apr 21, 2021 | HumanitarianTemporal Sequences | CodeCode Available | 1 |
| Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets | Sep 28, 2021 | ClassificationTime 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 |
| Learning Long-Term Dependencies in Irregularly-Sampled Time Series | Jun 8, 2020 | Sequential Image ClassificationTime Series | CodeCode Available | 1 |
| Copula Conformal Prediction for Multi-step Time Series Forecasting | Dec 6, 2022 | Conformal PredictionPrediction | 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 |
| Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting | Jun 28, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Learning the spatio-temporal relationship between wind and significant wave height using deep learning | May 26, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Learning Time Series Counterfactuals via Latent Space Representations | Oct 11, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations | May 26, 2022 | ImputationMultivariate Time Series Imputation | CodeCode Available | 1 |
| Cost-effective Interactive Attention Learning with Neural Attention Processes | Jun 9, 2020 | RerankingTime Series | CodeCode Available | 1 |
| Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks | Dec 1, 2019 | Sequential Image ClassificationTime Series | CodeCode Available | 1 |
| LETS Forecast: Learning Embedology for Time Series Forecasting | Jun 6, 2025 | Future predictionTime Series | CodeCode Available | 1 |
| Light curve completion and forecasting using fast and scalable Gaussian processes (MuyGPs) | Aug 31, 2022 | Gaussian ProcessesPose Estimation | CodeCode Available | 1 |
| LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version | Feb 24, 2023 | ClassificationDecision Making | CodeCode Available | 1 |
| Contrastive Neural Processes for Self-Supervised Learning | Oct 24, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting | Oct 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting | Oct 15, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Local Evaluation of Time Series Anomaly Detection Algorithms | Jun 27, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| LoCoMotif: Discovering time-warped motifs in time series | Nov 29, 2023 | Time Series | CodeCode Available | 1 |
| Long-Range Transformers for Dynamic Spatiotemporal Forecasting | Sep 24, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Long Short-Term Memory Spiking Networks and Their Applications | Jul 9, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| An efficient aggregation method for the symbolic representation of temporal data | Jan 14, 2022 | Dimensionality ReductionInformation Retrieval | CodeCode Available | 1 |
| A Shapelet-based Framework for Unsupervised Multivariate Time Series Representation Learning | May 30, 2023 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |