Search Results for author: Donglin Xia

Found 1 papers, 1 papers with code

Learning Invariant Representations of Graph Neural Networks via Cluster Generalization

1 code implementation NeurIPS 2023 Donglin Xia, Xiao Wang, Nian Liu, Chuan Shi

To address this challenge, we propose the Cluster Information Transfer (CIT) mechanism (Code available at https://github. com/BUPT-GAMMA/CITGNN), which can learn invariant representations for GNNs, thereby improving their generalization ability to various and unknown test graphs with structure shift.

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