2026
GOCM: Single-Step Graph Outlier Synthesis via Origin Consistency Model
ICML 2026poster
Supervised Graph Outlier Detection has long been constrained by severe class imbalance, and although recent diffusion-based augmentation methods have improved sample quality, their practical utility is hindered by the high computational costs of multi-step iterative sampling and the stochasticity of…