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20242026
most citedLLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings

1 citations · 1 across the 4 of their papers we have counts for

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cs.LG2025

UniGTE: Unified Graph-Text Encoding for Zero-Shot Generalization across Graph Tasks and Domains

Duo Wang, Yuan Zuo, Guangyue Lu +1

Generalizing to unseen graph tasks without task-specific supervision is challenging: conventional graph neural networks are typically tied to a fixed label space, while large langu…

cs.LG2025

Graph-R1: Incentivizing the Zero-Shot Graph Learning Capability in LLMs via Explicit Reasoning

Yicong Wu, Guangyue Lu, Yuan Zuo +2

Generalizing to unseen graph tasks without task-pecific supervision remains challenging. Graph Neural Networks (GNNs) are limited by fixed label spaces, while Large Language Models…