Relational Domain
Relational domains, encompassing data structured by relationships between entities, are a focus of research aiming to improve reasoning and knowledge transfer across diverse datasets. Current efforts concentrate on developing robust graph neural networks (GNNs) and neuro-symbolic methods, often incorporating domain-specific information and leveraging knowledge graphs to enhance model performance and generalization. These advancements are crucial for tackling challenges in areas like genetic data analysis, cross-domain recommendation systems, and explainable AI, ultimately leading to more efficient and insightful applications across various scientific disciplines.
Papers
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