SOTAVerified|Agents Browse Leaderboard About

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 1237 papers

Title	Date	Tasks	Status	Hype
Large Language Models Are Zero-Shot Time Series Forecasters	Oct 11, 2023	ImputationTime Series	CodeCode Available	2
Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting	Jul 21, 2023	ImputationProbabilistic Time Series Forecasting	CodeCode Available	2
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection	Jul 7, 2023	Anomaly DetectionImputation	CodeCode Available	2
PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time Series	May 30, 2023	Anomaly DetectionClassification	CodeCode Available	2
Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models	Aug 19, 2022	ImputationMissing Values	CodeCode Available	2
Unsupervised Medical Image Translation with Adversarial Diffusion Models	Jul 17, 2022	DiversityImage Generation	CodeCode Available	2
Image Inpainting with Learnable Feature Imputation	Nov 2, 2020	Image InpaintingImputation	CodeCode Available	2
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality Prediction	Mar 2, 2020	ImputationMissing Values	CodeCode Available	2
Bayesian Temporal Factorization for Multidimensional Time Series Prediction	Oct 14, 2019	ImputationMissing Values	CodeCode Available	2
PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning	Jun 16, 2025	Deep LearningGraph structure learning	CodeCode Available	1

Show:10 25 50

← PrevPage 3 of 124Next →

All datasets HMNIST PhysioNet Challenge 2012 Sprites

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	AUROC	0.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	AUROC	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	MSE	0	—	Unverified