| Mind the gap: an experimental evaluation of imputation of missing values techniques in time series | Jan 15, 2020 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| MIRACLE: Causally-Aware Imputation via Learning Missing Data Mechanisms | Nov 4, 2021 | Imputation | CodeCode Available | 1 | 5 |
| Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte Carlo | Feb 9, 2022 | Active LearningImputation | CodeCode Available | 1 | 5 |
| Missing Data Imputation using Optimal Transport | Feb 10, 2020 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor Data | Aug 5, 2020 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 | 5 |
| DAEMA: Denoising Autoencoder with Mask Attention | Jun 30, 2021 | DenoisingImputation | CodeCode Available | 1 | 5 |
| MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation | Aug 11, 2024 | DenoisingImputation | CodeCode Available | 1 | 5 |
| Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention Network | Jun 19, 2024 | Cloud RemovalImputation | CodeCode Available | 1 | 5 |
| ACFlow: Flow Models for Arbitrary Conditional Likelihoods | Jan 1, 2020 | Imputation | CodeCode Available | 1 | 5 |
| A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | Oct 18, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 | 5 |
| NAOMI: Non-Autoregressive Multiresolution Sequence Imputation | Jan 30, 2019 | Imitation LearningImputation | CodeCode Available | 1 | 5 |
| Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series | Jan 26, 2023 | Bayesian InferenceImputation | CodeCode Available | 1 | 5 |
| Joints in Random Forests | Jun 25, 2020 | Imputation | CodeCode Available | 1 | 5 |
| Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling | Oct 18, 2022 | ImputationIrregular Time Series | CodeCode Available | 1 | 5 |
| Conditional expectation with regularization for missing data imputation | Feb 2, 2023 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| 3D Human Body Reshaping with Anthropometric Modeling | Apr 5, 2021 | feature selectionImputation | CodeCode Available | 1 | 5 |
| Improving Retrieval-Augmented Large Language Models via Data Importance Learning | Jul 6, 2023 | ImputationQuestion Answering | CodeCode Available | 1 | 5 |
| HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web Data | Feb 8, 2021 | Graph Neural NetworkImputation | CodeCode Available | 1 | 5 |
| Grounding Graph Network Simulators using Physical Sensor Observations | Feb 23, 2023 | ImputationMotion Planning | CodeCode Available | 1 | 5 |
| HyperImpute: Generalized Iterative Imputation with Automatic Model Selection | Jun 15, 2022 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Generative Imputation and Stochastic Prediction | May 22, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| GAIN: Missing Data Imputation using Generative Adversarial Nets | Jun 7, 2018 | ImputationMultivariate Time Series Imputation | CodeCode Available | 1 | 5 |
| Generative Table Pre-training Empowers Models for Tabular Prediction | May 16, 2023 | imbalanced classificationImputation | CodeCode Available | 1 | 5 |
| Identifiable Generative Models for Missing Not at Random Data Imputation | Oct 27, 2021 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative | Feb 13, 2025 | ImputationTime Series | CodeCode Available | 1 | 5 |
| Federated Foundation Models on Heterogeneous Time Series | Dec 12, 2024 | Anomaly DetectionFederated Learning | CodeCode Available | 1 | 5 |
| Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large Dimensions | Mar 4, 2021 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Flow Models for Arbitrary Conditional Likelihoods | Sep 13, 2019 | Image InpaintingImputation | CodeCode Available | 1 | 5 |
| Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information | Nov 2, 2023 | ImputationKnowledge Graph Completion | CodeCode Available | 1 | 5 |
| Ball Trajectory Inference from Multi-Agent Sports Contexts Using Set Transformer and Hierarchical Bi-LSTM | Jun 14, 2023 | ImputationSports Analytics | CodeCode Available | 1 | 5 |
| Gaussian Processes for Missing Value Imputation | Apr 10, 2022 | Gaussian ProcessesImputation | CodeCode Available | 1 | 5 |
| Estimating conditional density of missing values using deep Gaussian mixture model | Oct 5, 2020 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Age-structured impact of social distancing on the COVID-19 epidemic in India | Mar 26, 2020 | Imputation | CodeCode Available | 1 | 5 |
| Graph Convolutional Networks for Graphs Containing Missing Features | Jul 9, 2020 | Graph LearningImputation | CodeCode Available | 1 | 5 |
| FM-TS: Flow Matching for Time Series Generation | Nov 12, 2024 | BenchmarkingImputation | CodeCode Available | 1 | 5 |
| Handling Missing Data with Graph Representation Learning | Oct 30, 2020 | Graph Representation LearningImputation | CodeCode Available | 1 | 5 |
| Diffusion models for missing value imputation in tabular data | Oct 31, 2022 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate Estimation | May 28, 2021 | counterfactualImputation | CodeCode Available | 1 | 5 |
| Imaging Time-Series to Improve Classification and Imputation | Jun 1, 2015 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection | Jul 3, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 | 5 |
| ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation | Dec 4, 2023 | ImputationInductive Bias | CodeCode Available | 1 | 5 |
| Imputer: Sequence Modelling via Imputation and Dynamic Programming | Feb 20, 2020 | Imputationspeech-recognition | CodeCode Available | 1 | 5 |
| Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities | Jul 19, 2024 | ImputationRecommendation Systems | CodeCode Available | 1 | 5 |
| A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid Fusion | Jun 21, 2024 | Imputation | CodeCode Available | 1 | 5 |
| CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation | Jul 7, 2021 | Audio SynthesisImage Generation | CodeCode Available | 1 | 5 |
| Are Attribute Inference Attacks Just Imputation? | Sep 2, 2022 | AttributeImputation | CodeCode Available | 1 | 5 |
| Conformal Prediction with Missing Values | Jun 5, 2023 | Conformal PredictionData Augmentation | CodeCode Available | 1 | 5 |
| Lipschitz standardization for multivariate learning | Feb 26, 2020 | ImputationMulti-Task Learning | CodeCode Available | 1 | 5 |
| A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data | Oct 23, 2020 | Deep LearningImputation | CodeCode Available | 1 | 5 |
| AutoDebias: Learning to Debias for Recommendation | May 10, 2021 | ImputationMeta-Learning | CodeCode Available | 1 | 5 |
