SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–475 of 1237 papers

TitleStatusHype
A General Framework for Uncertainty Quantification via Neural SDE-RNN—0
https://paperswithcode.com/paper/negatives-make-a-positive-an-embarrassingly—0
GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data—0
GANravel: User-Driven Direction Disentanglement in Generative Adversarial Networks—0
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation—0
Controllable Missingness from Uncontrollable Missingness: Joint Learning Measurement Policy and Imputation—0
HyperTime: Implicit Neural Representation for Time Series—0
Gaussian process imputation of multiple financial series—0
GEDI: A Graph-based End-to-end Data Imputation Framework—0
Convolutional Bipartite Attractor Networks—0
General Causal Imputation via Synthetic Interventions—0
Generalised learning of time-series: Ornstein-Uhlenbeck processes—0
Convolutional Imputation of Matrix Networks—0
Generalized Linear Models for Aggregated Data—0
Imputation techniques on missing values in breast cancer treatment and fertility data—0
General Time-series Model for Universal Knowledge Representation of Multivariate Time-Series data—0
Diffusion-based Time Series Data Imputation for Microsoft 365—0
Blood lactate concentration prediction in critical care patients: handling missing values—0
Generative Adversarial Classification Network with Application to Network Traffic Classification—0
Generative Adversarial Networks For Graph Data Imputation From Signed Observations—0
Generative Adversarial Networks for Imputing Sparse Learning Performance—0
Generative Adversarial Networks for Spatio-temporal Data: A Survey—0
Generative Forests—0
DiffPhase: Generative Diffusion-based STFT Phase Retrieval—0
Ae^2I: A Double Autoencoder for Imputation of Missing Values—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