@inproceedings{mavromatis-karypis-2025-gnn, title = "{GNN}-{RAG}: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs", author = "Mavromatis, Costas and Karypis, George", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Findings of the Association for Computational Linguistics: ACL 2025", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/transition-to-people-yaml/2025.findings-acl.856/", doi = "10.18653/v1/2025.findings-acl.856", pages = "16682--16699", ISBN = "979-8-89176-256-5" }