SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 101–110 of 1237 papers

TitleStatusHype
Missing Data Infill with AutomungeCode1
Missing Value Imputation on Multidimensional Time SeriesCode1
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor DataCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural NetworksCode1
NAOMI: Non-Autoregressive Multiresolution Sequence ImputationCode1
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid FusionCode1
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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