SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 151–175 of 1237 papers

TitleStatusHype
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
Missing Value Imputation on Multidimensional Time SeriesCode1
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesCode1
Data Imputation with Iterative Graph ReconstructionCode1
Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention NetworkCode1
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural NetworksCode1
Conditional expectation with regularization for missing data imputationCode1
Estimating conditional density of missing values using deep Gaussian mixture modelCode1
HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web DataCode1
On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message PassingCode1
On Non-Random Missing Labels in Semi-Supervised LearningCode1
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal ImputationCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
Age-structured impact of social distancing on the COVID-19 epidemic in IndiaCode1
Pretrained-Guided Conditional Diffusion Models for Microbiome Data AnalysisCode1
Lung Segmentation from Chest X-rays using Variational Data ImputationCode1
NRTSI: Non-Recurrent Time Series ImputationCode1
ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory ImputationCode1
PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt LearningCode1
Multi-scale Transformer Network with Edge-aware Pre-training for Cross-Modality MR Image SynthesisCode1
PyPulse: A Python Library for Biosignal ImputationCode1
VAEs in the Presence of Missing DataCode1
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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