SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 426–450 of 1237 papers

TitleStatusHype
MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records—0
Explainability of Machine Learning Models under Missing DataCode0
Temporally Multi-Scale Sparse Self-Attention for Physical Activity Data ImputationCode0
Statistical Test for Feature Selection Pipelines by Selective InferenceCode0
METRIK: Measurement-Efficient Randomized Controlled Trials using Transformers with Input Masking—0
Debiased Recommendation with Noisy FeedbackCode0
Evaluation of Missing Data Analytical Techniques in Longitudinal Research: Traditional and Machine Learning ApproachesCode0
Under the Hood of Tabular Data Generation Models: Benchmarks with Extensive Tuning—0
Bridging Design Gaps: A Parametric Data Completion Approach With Graph Guided Diffusion Models—0
Malicious URL Detection using optimized Hist Gradient Boosting Classifier based on grid search method—0
Hinge-FM2I: An Approach using Image Inpainting for Interpolating Missing Data in Univariate Time Series—0
MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data—0
Gaussian Copula Models for Nonignorable Missing Data Using Auxiliary Marginal QuantilesCode0
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation—0
Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis—0
Knockout: A simple way to handle missing inputs—0
Privacy Preserving Data Imputation via Multi-party Computation for Medical Applications—0
Pretrained Mobility Transformer: A Foundation Model for Human Mobility—0
Gradient Guided Hypotheses: A unified solution to enable machine learning models on scarce and noisy data regimes—0
A Context-Aware Approach for Enhancing Data Imputation with Pre-trained Language Models—0
Addressing Discretization-Induced Bias in Demographic PredictionCode0
Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning—0
Unveiling the Secrets: How Masking Strategies Shape Time Series ImputationCode0
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models—0
NuwaTS: a Foundation Model Mending Every Incomplete Time Series—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