description [ICLR2026][Graph Learning][Knowledge Graph Augmentation] AtlasKV directly converts each triple in a knowledge graph (KG) into Q-K-V data for injection into LLMs via attention. By employing ...
Abstract: Geometric deep learning (GDL) models have demonstrated a great potential for the analysis of non-Euclidian data. They are developed to incorporate the geometric and topological information ...
Abstract: Heterogeneous Graph Neural Networks (HGNNs) have attracted significant research attention in recent years due to their ability to capture complex interactions among various node types in ...
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