CureLLM adds curvature-aware edge modeling and prompt-based alignment to graph LLMs, claiming to resolve over-squashing from negative curvature and outperforming 20 baselines on 11 datasets.
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Edge-Aware Curvature Modeling for Graph Understanding in Large Language Models
CureLLM adds curvature-aware edge modeling and prompt-based alignment to graph LLMs, claiming to resolve over-squashing from negative curvature and outperforming 20 baselines on 11 datasets.