Title
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Visual Evolutionary Optimization on Combinatorial Problems with Multimodal Large Language Models: A Case Study of Influence Maximization Jie Zhao K. H. Cheong OffRL 29 0 0 11 May 2025
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking Ching Nam Hang Pei-Duo Yu C. Tan 23 0 0 11 May 2025
Wide & Deep Learning for Node Classification Yancheng Chen Wenguo Yang Zhipeng Jiang GNN 33 0 0 04 May 2025
Stay Hungry, Stay Foolish: On the Extended Reading Articles Generation with LLMs Yow-Fu Liou Yu-Chien Tang An-Zi Yen AI4Ed 38 0 0 21 Apr 2025
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex Azadeh Beiranvand Seyed Mehdi Vahidipour 34 0 0 16 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 41 0 0 08 Apr 2025
Digital Forensics in the Age of Large Language Models Zhipeng Yin Zichong Wang Weifeng Xu Jun Zhuang Pallab Mozumder Antoinette Smith Wenbin Zhang AILaw 45 1 0 03 Apr 2025
Refining Interactions: Enhancing Anisotropy in Graph Neural Networks with Language Semantics Zhaoxing Li Xiaoming Zhang Haifeng Zhang Chengxiang Liu 39 0 0 02 Apr 2025
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Siwei Zhang Yun Xiong Yateng Tang Xi Chen Zian Jia Zehao Gu Jiarong Xu Jiawei Zhang AI4CE 75 1 0 18 Mar 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
Towards Graph Foundation Models: A Transferability Perspective Y. Wang Wenqi Fan Suhang Wang Yao Ma 43 1 0 13 Mar 2025
TacticExpert: Spatial-Temporal Graph Language Model for Basketball Tactics Xu Lingrui Liu Mandi Zhang Lei 46 0 0 13 Mar 2025
Exploring the Potential of Large Language Models as Predictors in Dynamic Text-Attributed Graphs Runlin Lei Jiarui Ji Haipeng Ding Lu Yi Zhewei Wei Yongchao Liu Chuntao Hong AI4CE 55 0 0 05 Mar 2025
Bridging Molecular Graphs and Large Language Models Runze Wang Mingqi Yang Yanming Shen 64 0 0 05 Mar 2025
HeTGB: A Comprehensive Benchmark for Heterophilic Text-Attributed Graphs Shujie Li Yuxia Wu Chuan Shi Yuan Fang 44 0 0 05 Mar 2025
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Unlocking Multi-Modal Potentials for Dynamic Text-Attributed Graph Representation Yuanyuan Xu Wenjie Zhang Y. Zhang Xuemin Lin Xiwei Xu 61 0 0 27 Feb 2025
Exploring Graph Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation Y. Wang Xinnan Dai Wenqi Fan Yao Ma 76 1 0 26 Feb 2025
AutoParLLM: GNN-guided Context Generation for Zero-Shot Code Parallelization using LLMs Quazi Ishtiaque Mahmud Ali TehraniJamsaz Hung Phan Le Chen Mihai Capota Theodore L. Willke Nesreen Ahmed Ali Jannesari 52 5 0 20 Feb 2025
Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy Ruizhan Xue Huimin Deng Fang He Maojun Wang Zeyu Zhang 68 1 0 12 Feb 2025
Deep Semantic Graph Learning via LLM based Node Enhancement Chuanqi Shi Yiyi Tao Hang Zhang Lun Wang Shaoshuai Du Yixian Shen Yanxin Shen 78 2 0 11 Feb 2025
Large Language Model-based Augmentation for Imbalanced Node Classification on Text-Attributed Graphs Leyao Wang Yu-Chiang Frank Wang Bo Ni Yuying Zhao Tyler Derr 41 0 0 28 Jan 2025
Using Large Language Models for education managements in Vietnamese with low resources Duc Do Minh Vinh Nguyen Van Thang Dam Cong 38 0 0 28 Jan 2025
Large-Scale Spectral Graph Neural Networks via Laplacian Sparsification: Technical Report Haipeng Ding Zhewei Wei Yuhang Ye 36 0 0 08 Jan 2025
Graph Neural Backdoor: Fundamentals, Methodologies, Applications, and Future Directions Xiao Yang Gaolei Li Jianhua Li AAML AI4CE 51 1 0 08 Jan 2025
Context-Aware Deep Learning for Multi Modal Depression Detection Genevieve Lam Huang Dongyan Weisi Lin 33 0 0 26 Dec 2024
GraphTool-Instruction: Revolutionizing Graph Reasoning in LLMs through Decomposed Subtask Instruction Rongzheng Wang Shuang Liang Qizhi Chen Jiasheng Zhang Ke Qin 79 0 0 11 Dec 2024
One Model for One Graph: A New Perspective for Pretraining with Cross-domain Graphs J. Liu Haitao Mao Zhikai Chen Wenqi Fan Mingxuan Ju Tong Zhao Neil Shah Jiliang Tang AI4CE 64 0 0 30 Nov 2024
Unified Parameter-Efficient Unlearning for LLMs Chenlu Ding Jiancan Wu Yancheng Yuan Jinda Lu Kai Zhang Alex Su Xiang Wang Xiangnan He MU KELM 100 6 0 30 Nov 2024
Are Large-Language Models Graph Algorithmic Reasoners? Alexander K. Taylor Anthony Cuturrufo Vishal Yathish Mingyu Derek Ma Wei Wang LRM 46 0 0 29 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 34 0 0 29 Oct 2024
Graph Linearization Methods for Reasoning on Graphs with Large Language Models Christos Xypolopoulos Guokan Shang Xiao Fei Giannis Nikolentzos Hadi Abdine Iakovos Evdaimon Michail Chatzianastasis Giorgos Stamou Michalis Vazirgiannis 19 1 0 25 Oct 2024
GCoder: Improving Large Language Model for Generalized Graph Problem Solving Qifan Zhang Xiaobin Hong Jianheng Tang Nuo Chen Yuhan Li Wenzhong Li Jing Tang Jia Li OffRL AI4CE LRM 32 1 0 24 Oct 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 50 2 0 23 Oct 2024
LangGFM: A Large Language Model Alone Can be a Powerful Graph Foundation Model Tianqianjin Lin Pengwei Yan Kaisong Song Zhuoren Jiang Yangyang Kang Jun Lin Weikang Yuan Junjie Cao Changlong Sun Xiaozhong Liu AI4CE 30 0 0 19 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 67 4 0 18 Oct 2024
Bridging Large Language Models and Graph Structure Learning Models for Robust Representation Learning Guangxin Su Yifan Zhu Wenjie Zhang Hanchen Wang Ying Zhang 38 1 0 15 Oct 2024
Enhance Graph Alignment for Large Language Models Haitong Luo Xuying Meng Suhang Wang Tianxiang Zhao Fali Wang Hanyun Cao Yujun Zhang 140 1 0 15 Oct 2024
MLP-SLAM: Multilayer Perceptron-Based Simultaneous Localization and Mapping With a Dynamic and Static Object Discriminator Taozhe Li Wei Sun 29 1 0 14 Oct 2024
Text Classification using Graph Convolutional Networks: A Comprehensive Survey Syed Mustafa Haider Rizvi Ramsha Imran Arif Mahmood GNN OOD FaML 21 0 0 12 Oct 2024
Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning Zhengyu Hu Yichuan Li Zhengyu Chen J. Wang Han Liu Kyumin Lee Kaize Ding GNN 167 1 0 09 Oct 2024
Scalable and Accurate Graph Reasoning with LLM-based Multi-Agents Yuwei Hu Runlin Lei Xinyi Huang Zhewei Wei Yongchao Liu LLMAG 21 5 0 07 Oct 2024
Verbalized Graph Representation Learning: A Fully Interpretable Graph Model Based on Large Language Models Throughout the Entire Process Xingyu Ji Jiale Liu Lu Li Maojun Wang Zeyu Zhang 28 1 0 02 Oct 2024
Enhancing High-order Interaction Awareness in LLM-based Recommender Model Xinfeng Wang Jin Cui Fumiyo Fukumoto Yoshimi Suzuki 25 3 0 30 Sep 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 32 1 0 23 Sep 2024
Exploring Graph Structure Comprehension Ability of Multimodal Large Language Models: Case Studies Zhiqiang Zhong Davide Mottin 29 2 0 13 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 35 7 0 05 Sep 2024
LATEX-GCL: Large Language Models (LLMs)-Based Data Augmentation for Text-Attributed Graph Contrastive Learning Haoran Yang Xiangyu Zhao Sirui Huang Qing Li Guandong Xu 45 4 0 02 Sep 2024
LLMs generate structurally realistic social networks but overestimate political homophily Serina Chang Alicja Chaszczewicz Emma Wang Maya Josifovska Emma Pierson J. Leskovec 44 6 0 29 Aug 2024