A Survey of Graph Meets Large Language Model: Progress and Future Directions

21 November 2023

Zhixun Li

Jeffrey Xu Yu

Papers citing "A Survey of Graph Meets Large Language Model: Progress and Future Directions"

50 / 54 papers shown

Title
Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling Hyun Lee Chris Yi Maminur Islam B.D.S. Aritra 20 0 0 02 May 2025
Efficient Document Retrieval with G-Retriever Manthankumar Solanki RALM 40 0 0 21 Apr 2025
KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs Elan Markowitz Krupa Galiya Greg Ver Steeg Aram Galstyan 20 0 0 09 Apr 2025
A Survey of Cross-domain Graph Learning: Progress and Future Directions Haihong Zhao Chenyi Zi Aochuan Chen Jia Li 67 0 0 14 Mar 2025
Scale-Free Graph-Language Models Jianglin Lu Yixuan Liu Yitian Zhang Y. Fu 50 1 0 24 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 51 0 0 17 Feb 2025
Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy Ruizhan Xue Huimin Deng Fang He Maojun Wang Zeyu Zhang 63 0 0 12 Feb 2025
Foundation Models for Anomaly Detection: Vision and Challenges Jing Ren Tao Tang Hong Jia Haytham Fayek Xiaodong Li Suyu Ma Xiwei Xu Feng Xia 50 0 0 10 Feb 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 63 7 0 21 Jan 2025
Reducing Reasoning Costs: The Path of Optimization for Chain of Thought via Sparse Attention Mechanism Libo Wang LRM AI4CE 42 3 0 14 Nov 2024
UniGAD: Unifying Multi-level Graph Anomaly Detection Yiqing Lin Jianheng Tang Chenyi Zi Haihong Zhao Yuan Yao Jia Li 21 0 0 10 Nov 2024
GraphTeam: Facilitating Large Language Model-based Graph Analysis via Multi-Agent Collaboration Xin Sky Li Qizhi Chu Y. Chen Yang Liu Yaoqi Liu Zekai Yu Weize Chen Chen Qian C. Shi Cheng Yang LLMAG 48 2 0 23 Oct 2024
GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs Yun Zhu Haizhou Shi Xiaotang Wang Yongchao Liu Yaoke Wang Boci Peng Chuntao Hong Siliang Tang VLM 39 6 0 14 Oct 2024
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization Ryan Barron Ves Grantcharov Selma Wanna Maksim E. Eren Manish Bhattarai ... George Tompkins Charles K. Nicholas Kim Ø. Rasmussen Cynthia Matuszek Boian S. Alexandrov RALM 23 3 0 03 Oct 2024
End-to-End Graph Flattening Method for Large Language Models Bin Hong Jinze Wu Jiayu Liu L. Ding Jing Sha Kai Zhang Shijin Wang Zhenya Huang 19 0 0 23 Sep 2024
Surveying the MLLM Landscape: A Meta-Review of Current Surveys Ming Li Keyu Chen Ziqian Bi Ming Liu Benji Peng ... Jinlang Wang Sen Zhang X. Pan Jiawei Xu Pohsun Feng OffRL 34 2 0 17 Sep 2024
GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding Yukun Cao Shuo Han Zengyi Gao Zezhong Ding Xike Xie S. Kevin Zhou 19 7 0 05 Sep 2024
LLMs generate structurally realistic social networks but overestimate political homophily Serina Chang Alicja Chaszczewicz Emma Wang Maya Josifovska Emma Pierson J. Leskovec 33 6 0 29 Aug 2024
Online Social Network Data-Driven Early Detection on Short-Form Video Addiction Fang-Yu Kuo 15 0 0 24 Jul 2024
GLBench: A Comprehensive Benchmark for Graph with Large Language Models Yuhan Li Peisong Wang Xiao Zhu Aochuan Chen Haiyun Jiang Deng Cai Victor Wai Kin Chan Jia Li 43 11 0 10 Jul 2024
GraphArena: Evaluating and Exploring Large Language Models on Graph Computation Jianheng Tang Qifan Zhang Yuhan Li Nuo Chen Jia Li 19 2 0 29 Jun 2024
HIGHT: Hierarchical Graph Tokenization for Graph-Language Alignment Yongqiang Chen Quanming Yao Juzheng Zhang James Cheng Yatao Bian 22 4 0 20 Jun 2024
ProG: A Graph Prompt Learning Benchmark Chenyi Zi Haihong Zhao Xiangguo Sun Yiqing Lin Hong Cheng Jia Li 30 9 0 08 Jun 2024
Entity Alignment with Noisy Annotations from Large Language Models Shengyuan Chen Qinggang Zhang Junnan Dong Wen Hua Qing Li Xiao Huang 26 9 0 27 May 2024
GRAG: Graph Retrieval-Augmented Generation Yuntong Hu Zhihan Lei Zhengwu Zhang Bo Pan Chen Ling Liang Zhao 19 18 0 26 May 2024
Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level Runlin Lei Yuwei Hu Yuchen Ren Zhewei Wei 24 2 0 26 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 16 35 0 20 May 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 24 21 0 23 Apr 2024
All in One: Multi-Task Prompting for Graph Neural Networks (Extended Abstract) Xiangguo Sun Hong Cheng Jia Li Bo Liu Jihong Guan LLMAG 13 2 0 11 Mar 2024
Are You Being Tracked? Discover the Power of Zero-Shot Trajectory Tracing with LLMs! Huanqi Yang Sijie Ji Rucheng Wu Weitao Xu 19 1 0 10 Mar 2024
MuseGraph: Graph-oriented Instruction Tuning of Large Language Models for Generic Graph Mining Yanchao Tan Hang Lv Xin Huang Jiawei Zhang Shiping Wang Carl Yang 28 10 0 02 Mar 2024
GraphWiz: An Instruction-Following Language Model for Graph Problems Nuo Chen Yuhan Li Jianheng Tang Jia Li 19 13 0 25 Feb 2024
Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models Lanning Wei Jun Gao Huan Zhao Quanming Yao 17 1 0 18 Feb 2024
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering Xiaoxin He Yijun Tian Yifei Sun Nitesh V. Chawla T. Laurent Yann LeCun Xavier Bresson Bryan Hooi RALM 96 16 0 12 Feb 2024
Large Language Model Meets Graph Neural Network in Knowledge Distillation Shengxiang Hu Guobing Zou Song Yang Yanglan Gan Bofeng Zhang Yixin Chen 29 7 0 08 Feb 2024
Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques Qiheng Mao Zemin Liu Chenghao Liu Zhuo Li Jianling Sun 6 7 0 04 Feb 2024
Position: Graph Foundation Models are Already Here Haitao Mao Zhikai Chen Wenzhuo Tang Jianan Zhao Yao Ma Tong Zhao Neil Shah Mikhail Galkin Jiliang Tang AI4CE 42 25 0 03 Feb 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 34 25 0 25 Jan 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng-Long Jiang Heng Ji Jiawei Han AI4CE 21 120 0 05 Dec 2023
Graph Prompt Learning: A Comprehensive Survey and Beyond Xiangguo Sun Jiawen Zhang Xixi Wu Hong Cheng Yun Xiong Jia Li 19 51 0 28 Nov 2023
Survey of Vulnerabilities in Large Language Models Revealed by Adversarial Attacks Erfan Shayegani Md Abdullah Al Mamun Yu Fu Pedram Zaree Yue Dong Nael B. Abu-Ghazaleh AAML 135 139 0 16 Oct 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 92 37 0 02 Oct 2023
SEGNO: Generalizing Equivariant Graph Neural Networks with Physical Inductive Biases Yang Liu Jiashun Cheng Haihong Zhao Tingyang Xu P. Zhao Fugee Tsung Jia Li Yu Rong AI4CE 15 7 0 25 Aug 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 123 593 0 26 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 204 1,701 0 07 Apr 2023
Can we trust the evaluation on ChatGPT? Rachith Aiyappa Jisun An Haewoon Kwak Yong-Yeol Ahn ELM ALM LLMAG AI4MH LRM 101 76 0 22 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Leveraging Large Language Models for Multiple Choice Question Answering Joshua Robinson Christopher Rytting David Wingate ELM 118 181 0 22 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 237 840 0 05 Oct 2022
A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language Bing-Huang Su Dazhao Du Zhao-Qing Yang Yujie Zhou Jiangmeng Li Anyi Rao Haoran Sun Zhiwu Lu Ji-Rong Wen 38 107 0 12 Sep 2022