arxivcs.LG2026-07-09
Pattern-Aware Graph Neural Networks for Handling Missing Data
Missing data is ubiquitous in real-world datasets. Traditional methods either discard incomplete samples or apply imputation techniques that ignore potentially informative missingness patterns, implicitly assuming that missingness occurs randomly. However, missingness patterns mi…