SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 101–125 of 1237 papers

TitleStatusHype
NAOMI: Non-Autoregressive Multiresolution Sequence ImputationCode1
Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time SeriesCode1
Data Imputation with Iterative Graph ReconstructionCode1
On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message PassingCode1
ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial TranscriptomicsCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and BenchmarkingCode1
Deciphering Movement: Unified Trajectory Generation Model for Multi-AgentCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
Generative Imputation and Stochastic PredictionCode1
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly DetectionCode1
A Bayesian Model of Dose-Response for Cancer Drug StudiesCode1
DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing DataCode1
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
From data to functa: Your data point is a function and you can treat it like oneCode1
ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory ImputationCode1
FM-TS: Flow Matching for Time Series GenerationCode1
BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decompositionCode1
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid FusionCode1
AutoDebias: Learning to Debias for RecommendationCode1
Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time SeriesCode1
Recurrent Kalman Networks: Factorized Inference in High-Dimensional Deep Feature SpacesCode1
FreshRetailNet-50K: A Stockout-Annotated Censored Demand Dataset for Latent Demand Recovery and Forecasting in Fresh RetailCode1
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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