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ContaminationAD: Anomaly detection with contaminated data.
The Dual-Expert Network is designed by incorporating routing mechanism to process visual feature adaptively and semantic-driven segmentation weighting to facilitate anomaly localization, which demonstrates strong robustness in the presence of data contamination, even when the contamination level is severe.
How Powerful are Hypergraph Neural Networks?
The Hypergraph Identity-Aware Subtree (IA Subtree) Kernel is introduced, which distinguishes uniform-regular hypergraphs by considering both neighborhood connectivity and connection density and develops two Hypergraph Neural Networks: Hypergraph Isomorphism Networks (HGIN) and Identity-Aware Hypergraph Isomorphism Netw...