SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 191–200 of 1237 papers

TitleStatusHype
Partial Channel Dependence with Channel Masks for Time Series Foundation ModelsCode0
Shining a Light on Hurricane Damage Estimation via Nighttime Light Data: Pre-processing Matters—0
LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation—0
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks—0
General Causal Imputation via Synthetic Interventions—0
TabDiff: a Multi-Modal Diffusion Model for Tabular Data GenerationCode2
Graph Signal Adaptive Message Passing—0
TranSPORTmer: A Holistic Approach to Trajectory Understanding in Multi-Agent Sports—0
LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling—0
GIG: Graph Data Imputation With Graph Differential Dependencies—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