SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 151–200 of 1237 papers

TitleStatusHype
Deep Gaussian Process Emulation using Stochastic ImputationCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal NarrativeCode1
Lipschitz standardization for multivariate learningCode1
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series ForecastingCode1
Marginalizable Density ModelsCode1
Federated Foundation Models on Heterogeneous Time SeriesCode1
Identifiable Generative Models for Missing Not at Random Data ImputationCode1
Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte CarloCode1
Missing Data Infill with AutomungeCode1
Missing Value Imputation on Multidimensional Time SeriesCode1
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent ImputationCode1
Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention NetworkCode1
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural NetworksCode1
NAOMI: Non-Autoregressive Multiresolution Sequence ImputationCode1
Age-structured impact of social distancing on the COVID-19 epidemic in IndiaCode1
NRTSI: Non-Recurrent Time Series ImputationCode1
On Non-Random Missing Labels in Semi-Supervised LearningCode1
MIRACLE: Causally-Aware Imputation via Learning Missing Data MechanismsCode1
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
A Scoping Review of Earth Observation and Machine Learning for Causal Inference: Implications for the Geography of PovertyCode1
TabPFGen -- Tabular Data Generation with TabPFNCode1
3D Human Body Reshaping with Anthropometric ModelingCode1
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt LearningCode1
Automated data processing and feature engineering for deep learning and big data applications: a survey—0
AutoFed: Heterogeneity-Aware Federated Multimodal Learning for Robust Autonomous Driving—0
An Admissible Shift-Consistent Method for Recommender Systems—0
Autoencoder Based Residual Deep Networks for Robust Regression Prediction and Spatiotemporal Estimation—0
An Adaptive Oversampling Learning Method for Class-Imbalanced Fault Diagnostics and Prognostics—0
Addressing Census data problems in race imputation via fully Bayesian Improved Surname Geocoding and name supplements—0
Data imputation and comparison of custom ensemble models with existing libraries like XGBoost, Scikit learn, etc. for Predictive Equipment failure—0
Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education—0
Driving Mechanisms and Forecasting of China's Pet Population-An ARIMA-RF-HW Hybrid Approach—0
Data Enrichment Opportunities for Distribution Grid Cable Networks using Variational Autoencoders—0
Data Imputation through the Identification of Local Anomalies—0
AMM-Diff: Adaptive Multi-Modality Diffusion Network for Missing Modality Imputation—0
A Two-Block RNN-based Trajectory Prediction from Incomplete Trajectory—0
AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis—0
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph—0
A Missing Value Filling Model Based on Feature Fusion Enhanced Autoencoder—0
A technical review of multi-omics data integration methods: from classical statistical to deep generative approaches—0
A Taxonomy of Big Data for Optimal Predictive Machine Learning and Data Mining—0
Anytime 3D Object Reconstruction using Multi-modal Variational Autoencoder—0
A data imputation method for multivariate time series based on generative adversarial network—0
A Causal Convolutional Low-rank Representation Model for Imputation of Water Quality Data—0
DAM: Towards A Foundation Model for Time Series Forecasting—0
Data-Driven Machine Learning Approaches for Predicting In-Hospital Sepsis Mortality—0
AmGCL: Feature Imputation of Attribute Missing Graph via Self-supervised Contrastive Learning—0
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified