v1v2 (latest)

A Survey of Large Language Models for Graphs

10 May 2024

Xubin Ren

Jiabin Tang

D. Yin

Nitesh Chawla

Chao Huang

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Papers citing "A Survey of Large Language Models for Graphs"

49 / 49 papers shown

Title
Multimodal Large Language Models with Adaptive Preference Optimization for Sequential Recommendation Y. Wang Yonghui Yang Le Wu Y. Zhang Richang Hong AI4TS 239 0 0 24 Nov 2025
LLM-Powered Text-Attributed Graph Anomaly Detection via Retrieval-Augmented Reasoning Haoyan Xu Ruizhi Qian Zhengtao Yao Ziyi Liu L. Li ... Daniele Rosa Daniel Barcklow Senthil Kumar Jieyu Zhao Yue Zhao 56 0 0 16 Nov 2025
Large Language Models Meet Text-Attributed Graphs: A Survey of Integration Frameworks and Applications Guangxin Su Hanchen Wang Jianwei Wang Wenjie Zhang Ying Zhang Jian Pei 224 1 0 24 Oct 2025
Learning Noise-Resilient and Transferable Graph-Text Alignment via Dynamic Quality Assessment Yuhang Liu Minglai Shao Zengyi Wo Yunlong Chu Bing Hao Shengzhong Liu Ruijie Wang Jianxin Li 77 0 0 22 Oct 2025
See or Say Graphs: Agent-Driven Scalable Graph Understanding with Vision-Language Models Shuo Han Yukun Cao Zezhong Ding Zengyi Gao S.Kevin Zhou Xike Xie 80 0 0 19 Oct 2025
Multi-dimensional Data Analysis and Applications Basing on LLM Agents and Knowledge Graph Interactions Xi Wang Xianyao Ling Kun Li Gang Yin Liang Zhang ... Jun Xu Fu Zhang Wenbo Lei Annie Wang Peng Gong 100 0 0 17 Oct 2025
Is Implicit Knowledge Enough for LLMs? A RAG Approach for Tree-based Structures Mihir Gupte Paolo Giusto Ramesh S 101 0 0 12 Oct 2025
From Noisy to Native: LLM-driven Graph Restoration for Test-Time Graph Domain Adaptation Xiangwei Lv JinLuan Yang Wang Lin Jingyuan Chen Beishui Liao 50 0 0 09 Oct 2025
GILT: An LLM-Free, Tuning-Free Graph Foundational Model for In-Context Learning Weishuo Ma Yanbo Wang Xiyuan Wang Lei Zou Muhan Zhang AI4CE 128 0 0 06 Oct 2025
LLM/Agent-as-Data-Analyst: A Survey Zirui Tang Weizheng Wang Z. Zhou Yang Jiao Bangrui Xu ... Conghui He Bin Wang Conghui He Xiaoyang Wang Fan Wu 178 6 0 28 Sep 2025
EvoMail: Self-Evolving Cognitive Agents for Adaptive Spam and Phishing Email Defense Wei Huang De-Tian Chu Lin-Yuan Bai Wei Kang H. Zhang Bo Li Zhi-Mo Han Jing Ge H. Lin AAML 116 0 0 25 Sep 2025
GALAX: Graph-Augmented Language Model for Explainable Reinforcement-Guided Subgraph Reasoning in Precision Medicine Heming Zhang Di Huang Wenyu Li Michael Province Yihao Chen Philip R. O. Payne Fuhai Li LRM 77 0 0 25 Sep 2025
AssemMate: Graph-Based LLM for Robotic Assembly Assistance Qi Zheng Chaoran Zhang Zijian Liang Ente Lin Shubo Cui Qinghongbing Xie Zhaobo Xu Long Zeng 97 0 0 15 Sep 2025
Teaching LLMs to Think Mathematically: A Critical Study of Decision-Making via Optimization Mohammad J. Abdel-Rahman Yasmeen Alslman Dania Refai Amro Saleh Malik A. Abu Loha Mohammad Yahya Hamed 88 1 0 25 Aug 2025
From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context Peyman Baghershahi Gregoire Fournier Pranav Nyati Sourav Medya 120 4 0 09 Aug 2025
Watermarking Large Language Model-based Time Series Forecasting Wei Yuan Chaoqun Yang Yu Xing Tong Chen Nguyen Quoc Viet Hung Hongzhi Yin AI4TS 77 0 0 28 Jul 2025
Multi-Interest Recommendation: A Survey Zihao Li Qiang Chen Lixin Zou Aixin Sun Chenliang Li AI4TS 151 0 0 18 Jun 2025
TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Qihai Zhang Xinyue Sheng Yuanfu Sun Qiaoyu Tan AAML 108 2 0 13 Jun 2025
A Quad-Step Approach to Uncertainty-Aware Deep Learning for Skin Cancer Classification Hamzeh Asgharnezhad Pegah Tabarisaadi Abbas Khosravi R. Alizadehsani Usha R. Acharya 269 2 0 12 Jun 2025
Advancing Tool-Augmented Large Language Models via Meta-Verification and Reflection Learning Zhiyuan Ma Jiayu Liu Xianzhen Luo Zhenya Huang Qingfu Zhu Wanxiang Che LLMAG 377 4 0 05 Jun 2025
'Hello, World!': Making GNNs Talk with LLMs Sunwoo Kim Soo Yong Lee Jaemin Yoo Kijung Shin AI4CE 158 2 0 27 May 2025
Language Model-Enhanced Message Passing for Heterophilic Graph Learning Wenjun Wang Dawei Cheng 173 0 0 26 May 2025
A Survey of Large Language Models for Data Challenges in Graphs Mengran Li Pengyu Zhang Wenbin Xing Yijia Zheng Klim Zaporojets ... Jia Hu Xiaolei Ma Zhiyuan Liu Paul Groth Marcel Worring AI4CE 386 2 0 24 May 2025
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation Derong Xu Pengyue Jia Xiaopeng Li Yingyi Zhang Xinjian Zhao ... Yichao Wang Huifeng Guo Ruiming Tang Enhong Chen Tong Xu RALM 230 3 0 22 May 2025
Adaptive Tokenization: On the Hop-Overpriority Problem in Tokenized Graph Learning Models Zhibiao Wang Yunlong Zhou Ziwei Zhang Mengmei Zhang Shirui Pan Chunming Hu Xiao Wang 226 0 0 19 May 2025
Graph Drawing for LLMs: An Empirical Evaluation Walter Didimo Fabrizio Montecchiani Tommaso Piselli 309 0 0 06 May 2025
Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling Hyun Lee Chris Yi Maminur Islam B.D.S. Aritra 188 0 0 02 May 2025
Testing Individual Fairness in Graph Neural Networks Roya Nasiri 151 1 0 25 Apr 2025
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex Azadeh Beiranvand Seyed Mehdi Vahidipour 305 0 0 16 Apr 2025
Few-Shot Graph Out-of-Distribution Detection with LLMs Haoyan Xu Zhengtao Yao Yushun Dong Ziyi Wang Ryan Rossi Mengyuan Li Yue Zhao OODD 251 7 0 28 Mar 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More MoreAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Arvid Frydenlund LRM 470 2 0 13 Mar 2025
LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models Xi Zhu Haochen Xue Ziwei Zhao Wujiang Xu Jingyuan Huang Minghao Guo Qifan Wang Kaixiong Zhou Yongfeng Zhang Yongfeng Zhang 385 14 0 05 Mar 2025
HyperG: Hypergraph-Enhanced LLMs for Structured KnowledgeAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Shijie Huang Hanqian Li Yanggan Gu Xuming Hu Qing Li Guandong Xu 296 2 0 25 Feb 2025
GiGL: Large-Scale Graph Neural Networks at Snapchat Tong Zhao Yozen Liu Matthew Kolodner Kyle Montemayor Elham Ghazizadeh ... Serim Park Peicheng Yu Jun Yu Shubham Vij Neil Shah GNN 322 5 0 20 Feb 2025
GRAPHGPT-O: Synergistic Multimodal Comprehension and Generation on GraphsComputer Vision and Pattern Recognition (CVPR), 2025 Yi Fang Sara Szymkuć Jiacheng Shen Sirui Ding Qiaoyu Tan Jiawei Han 377 2 0 17 Feb 2025
GraphThought: Graph Combinatorial Optimization with Thought Generation Zixiao Huang Lifeng Guo Wenhao Li Junjie Sheng Chuyun Shen Haosheng Chen Bo Jin Changhong Lu Xiangfeng Wang LRM AI4CE 179 4 0 17 Feb 2025
Knowledge Graph-Guided Retrieval Augmented GenerationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Xiangrong Zhu Yuexiang Xie Yi Liu Yaliang Li Wei Hu RALM 512 26 0 08 Feb 2025
GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question AnsweringInternational Conference on Computational Linguistics (COLING), 2024 Qianlong Li Chen Huang Shuai Li Yuanxin Xiang Deng Xiong Wenqiang Lei LMTD 283 14 0 02 Dec 2024
Enhancing ID-based Recommendation with Large Language Models Lei Chen Chen Gao Xiaoyi Du Hengliang Luo Depeng Jin Yong Li Ming Wang 217 11 0 04 Nov 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 316 0 0 29 Oct 2024
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains Keliang Li Tianhua Zhang Xixin Wu Hongyin Luo James Glass Helen Meng 194 13 0 24 Oct 2024
SensorBench: Benchmarking LLMs in Coding-Based Sensor ProcessingWorkshop on Mobile Computing Systems and Applications (HotMobile), 2024 Pengrui Quan Xiaomin Ouyang J. Jeyakumar Ziqi Wang Yang Xing Mani B. Srivastava 200 3 0 14 Oct 2024
Towards Graph Prompt Learning: A Survey and Beyond Qingqing Long Yuchen Yan Peiyan Zhang Chen Fang Wentao Cui ... Shiyue Jiang Zheng Fang Chong Chen Xian-Sheng Hua Yuanchun Zhou AI4CE 213 1 0 26 Aug 2024
Proficient Graph Neural Network Design by Accumulating Knowledge on Large Language Models Jialiang Wang Hanmo Liu Hanmo Liu Zhili Wang Jiachuan Wang Lei Chen Xiaofang Zhou 239 0 0 13 Aug 2024
Causal Inference with Latent Variables: Recent Advances and Future Prospectives Yaochen Zhu Yinhan He Jing Ma Mengxuan Hu Sheng Li Jundong Li CML 231 5 0 20 Jun 2024
Demystifying Higher-Order Graph Neural NetworksIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Maciej Besta Florian Scheidl Lukas Gianinazzi Grzegorz Kwa'sniewski S. Klaiman Jürgen Müller Torsten Hoefler 338 5 0 18 Jun 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 353 13 0 23 Apr 2024
GraphEdit: Large Language Models for Graph Structure Learning Zirui Guo Lianghao Xia Yanhua Yu Yuling Wang Zixuan Yang Zhiyong Huang Chao Huang 341 42 0 23 Feb 2024
Graph Learning and Its Advancements on Large Language Models: A Holistic Survey Shaopeng Wei Yu Zhao Xingyan Chen Qing Li Fuzhen Zhuang Ji Liu Fuji Ren Gang Kou AI4CE 361 6 0 17 Dec 2022