SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 176–200 of 1237 papers

TitleStatusHype
Enhancing Model Fairness and Accuracy with Similarity Networks: A Methodological Approach—0
Sampling-guided Heterogeneous Graph Neural Network with Temporal Smoothing for Scalable Longitudinal Data Imputation—0
Enhancing Missing Data Imputation through Combined Bipartite Graph and Complete Directed Graph—0
Peri-midFormer: Periodic Pyramid Transformer for Time Series AnalysisCode1
Fine-tuning -- a Transfer Learning approach—0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
Towards Resource-Efficient Federated Learning in Industrial IoT for Multivariate Time Series Analysis—0
Estimating Ego-Body Pose from Doubly Sparse Egocentric Video Data—0
Correlating Variational Autoencoders Natively For Multi-View ImputationCode0
K-Means Clustering With Incomplete Data with the Use of Mahalanobis Distances—0
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications—0
AdaFlow: Opportunistic Inference on Asynchronous Mobile Data with Generalized Affinity Control—0
BAMITA: Bayesian Multiple Imputation for Tensor ArraysCode0
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
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