2026
DuoKD: Dual Knowledge Distillation from Large Language Models for Robust Graph Neural Networks
AAAI 2026technical
Graph neural networks (GNNs) have become a dominant modeling paradigm for graph-structured data, and the emergence of large language models (LLMs) has spurred growing interest in integrating external semantic knowledge into GNNs. Current LLM-based GNNs are devoted to extracting semantically similar