SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 1237 papers

TitleStatusHype
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning—0
DeepIFSAC: Deep Imputation of Missing Values Using Feature and Sample Attention within Contrastive FrameworkCode0
Data Enrichment Opportunities for Distribution Grid Cable Networks using Variational Autoencoders—0
Precision Adaptive Imputation Network : An Unified Technique for Mixed Datasets—0
DPERC: Direct Parameter Estimation for Mixed Data—0
Decision Transformers for RIS-Assisted Systems with Diffusion Model-Based Channel Acquisition—0
Dataset-Agnostic Recommender Systems—0
Bridging Smart Meter Gaps: A Benchmark of Statistical, Machine Learning and Time Series Foundation Models for Data Imputation—0
Boundary-enhanced time series data imputation with long-term dependency diffusion models—0
Russian Financial Statements Database: A firm-level collection of the universe of financial statementsCode2
BRATI: Bidirectional Recurrent Attention for Time-Series Imputation—0
Representation Learning of Lab Values via Masked AutoEncoderCode0
On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message PassingCode1
Retrieval-Augmented Dynamic Prompt Tuning for Incomplete Multimodal LearningCode2
STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation—0
Invariant debiasing learning for recommendation via biased imputationCode0
To Predict or Not To Predict? Proportionally Masked Autoencoders for Tabular Data ImputationCode0
SketchFill: Sketch-Guided Code Generation for Imputing Derived Missing Values—0
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature ScalesCode0
Navigating Data Corruption in Machine Learning: Balancing Quality, Quantity, and Imputation StrategiesCode0
Optimizing Fintech Marketing: A Comparative Study of Logistic Regression and XGBoost—0
Intelligent Approaches to Predictive Analytics in Occupational Health and Safety in India—0
Using matrix-product states for time-series machine learningCode1
MARIA: a Multimodal Transformer Model for Incomplete Healthcare Data—0
Comparative Analysis of Machine Learning-Based Imputation Techniques for Air Quality Datasets with High Missing Data Rates—0
Show:102550
← PrevPage 6 of 50Next →
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