Meta-collaboration-based semantic contrast for inductive knowledge representation learning

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Haichuan Fang, Kexin Cheng, Ruixin Zhang, Youwei Wang, Yangdong Ye

Published: 01 Jan 2025, Last Modified: 11 Apr 2025Expert Syst. Appl. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A Meta-collaboration-based Semantic Contrast framework is proposed for inductive KRL.•The structural bias-induced semantic ambiguity issue in inductive KRL is addressed.•The potential sparsity of new entities issue in inductive KRL is addressed.