Title
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 33 23 0 23 Apr 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 27 9 0 23 Apr 2024
Test-Time Training on Graphs with Large Language Models (LLMs) Jiaxin Zhang Yiqi Wang Xihong Yang Siwei Wang Yu Feng Yu Shi Ruicaho Ren En Zhu Xinwang Liu 50 2 0 21 Apr 2024
You do not have to train Graph Neural Networks at all on text-attributed graphs Kaiwen Dong Zhichun Guo Nitesh V. Chawla 37 1 0 17 Apr 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs Bowen Jin Chulin Xie Jiawei Zhang Kashob Kumar Roy Yu Zhang ... Ruirui Li Xianfeng Tang Suhang Wang Yu Meng Jiawei Han LRM RALM 53 38 0 10 Apr 2024
Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models Sebastian Bordt Harsha Nori Vanessa Rodrigues Besmira Nushi Rich Caruana 38 12 0 09 Apr 2024
FFN-SkipLLM: A Hidden Gem for Autoregressive Decoding with Adaptive Feed Forward Skipping Ajay Jaiswal Bodun Hu Lu Yin Yeonju Ro Shiwei Liu Tianlong Chen Aditya Akella 58 12 0 05 Apr 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 39 8 0 01 Apr 2024
Large Language Models for Education: A Survey and Outlook Shen Wang Tianlong Xu Hang Li Chaoli Zhang Joleen Liang Jiliang Tang Philip S. Yu Qingsong Wen AI4Ed 35 93 0 26 Mar 2024
Exploring the Potential of Large Language Models in Graph Generation Yang Yao Xin Wang Zeyang Zhang Yi Qin Ziwei Zhang Xu Chu Yuekui Yang Wenwu Zhu Hong-yan Mei 37 11 0 21 Mar 2024
GraphInstruct: Empowering Large Language Models with Graph Understanding and Reasoning Capability Zihan Luo Xiran Song Hong Huang Jianxun Lian Chenhao Zhang Jinqi Jiang Xing Xie LRM 29 30 0 07 Mar 2024
Neural Graph Generator: Feature-Conditioned Graph Generation using Latent Diffusion Models Iakovos Evdaimon Giannis Nikolentzos Michail Chatzianastasis Hadi Abdine Michalis Vazirgiannis DiffM 30 4 0 03 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 42 10 0 02 Mar 2024
Large Language Models and Games: A Survey and Roadmap Roberto Gallotta Graham Todd Marvin Zammit Sam Earle Antonios Liapis Julian Togelius Georgios N. Yannakakis LLMAG LM&MA AI4CE LRM 50 73 0 28 Feb 2024
GraphWiz: An Instruction-Following Language Model for Graph Problems Nuo Chen Yuhan Li Jianheng Tang Jia Li 40 28 0 25 Feb 2024
HiGPT: Heterogeneous Graph Language Model Jiabin Tang Yuhao Yang Wei Wei Lei Shi Long Xia Dawei Yin Chao Huang 44 20 0 25 Feb 2024
GraphEdit: Large Language Models for Graph Structure Learning Zirui Guo Lianghao Xia Yanhua Yu Yuling Wang Zixuan Yang Zhiyong Huang Chao Huang 49 18 0 23 Feb 2024
A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion Yanzhen Shen Yu Zhang Yunyi Zhang Jiawei Han 48 5 0 20 Feb 2024
Can GNN be Good Adapter for LLMs? Xuanwen Huang Kaiqiao Han Yang Yang Dezheng Bao Quanjin Tao Ziwei Chai Qi Zhu AI4CE 26 37 0 20 Feb 2024
Distilling Large Language Models for Text-Attributed Graph Learning Bo Pan Zhengwu Zhang Yifei Zhang Yuntong Hu Liang Zhao 35 13 0 19 Feb 2024
Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models Lanning Wei Jun Gao Huan Zhao Quanming Yao 30 1 0 18 Feb 2024
Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network Lin Chen Fengli Xu Nian Li Zhenyu Han Meng Wang Yong Li Pan Hui LRM 36 7 0 18 Feb 2024
ZeroG: Investigating Cross-dataset Zero-shot Transferability in Graphs Yuhan Li Peisong Wang Zhixun Li Jeffrey Xu Yu Jia Li 27 39 0 17 Feb 2024
DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection Herun Wan Shangbin Feng Zhaoxuan Tan Heng Wang Yulia Tsvetkov Minnan Luo 72 29 0 16 Feb 2024
Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence Timothy R. McIntosh Teo Susnjak Tong Liu Paul Watters Malka N. Halgamuge ALM ELM 64 50 0 15 Feb 2024
Large Language Model with Graph Convolution for Recommendation Yingpeng Du Ziteng Wang Zhu Sun Haoyan Chua Hongzhi Liu Zhonghai Wu Yining Ma Jie Zhang Youchen Sun 35 7 0 14 Feb 2024
LLaGA: Large Language and Graph Assistant Runjin Chen Tong Zhao Ajay Jaiswal Neil Shah Zhangyang Wang 23 54 0 13 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 109 70 0 12 Feb 2024
Large-Language-Model Empowered Dose Volume Histogram Prediction for Intensity Modulated Radiotherapy Zehao Dong Yixin Chen Hiram Gay Yao Hao Geoff Hugo Pamela Samson Tianyu Zhao 42 0 0 11 Feb 2024
Large Language Model Meets Graph Neural Network in Knowledge Distillation Shengxiang Hu Guobing Zou Song Yang Yanglan Gan Bofeng Zhang Yixin Chen 46 7 0 08 Feb 2024
Let Your Graph Do the Talking: Encoding Structured Data for LLMs Bryan Perozzi Bahare Fatemi Dustin Zelle Anton Tsitsulin Mehran Kazemi Rami Al-Rfou Jonathan J. Halcrow GNN 36 55 0 08 Feb 2024
An Examination on the Effectiveness of Divide-and-Conquer Prompting in Large Language Models Yizhou Zhang Lun Du Defu Cao Qiang Fu Yan Liu LRM 20 7 0 08 Feb 2024
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation Zijie Zhong Yunhui Zhang Ziyi Chang Zengchang Qin GNN 25 0 0 06 Feb 2024
Similarity-based Neighbor Selection for Graph LLMs Rui Li Jiwei Li Jiawei Han Guoyin Wang 24 3 0 06 Feb 2024
Graph-enhanced Large Language Models in Asynchronous Plan Reasoning Fangru Lin Emanuele La Malfa Valentin Hofmann Elle Michelle Yang Anthony Cohn J. Pierrehumbert LRM 53 16 0 05 Feb 2024
Position: What Can Large Language Models Tell Us about Time Series Analysis Ming Jin Yifan Zhang Wei Chen Kexin Zhang Yuxuan Liang Bin Yang Jindong Wang Shirui Pan Qingsong Wen AI4TS 29 16 0 05 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 16 7 0 04 Feb 2024
Future Directions in the Theory of Graph Machine Learning Christopher Morris Fabrizio Frasca Nadav Dym Haggai Maron .Ismail .Ilkan Ceylan Ron Levie Derek Lim Michael M. Bronstein Martin Grohe Stefanie Jegelka AI4CE 30 5 0 03 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 61 26 0 03 Feb 2024
GITA: Graph to Visual and Textual Integration for Vision-Language Graph Reasoning Yanbin Wei Shuai Fu Weisen Jiang Zejian Zhang Zhixiong Zeng Qi Wu James T. Kwok Yu Zhang 35 11 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 75 27 0 25 Jan 2024
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion Ruilin Luo Tianle Gu Haoling Li Junzhe Li Zicheng Lin Jiayi Li Yujiu Yang AI4CE 33 7 0 11 Jan 2024
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 25 8 0 11 Dec 2023
Efficient Large Language Models Fine-Tuning On Graphs Rui Xue Xipeng Shen Ruozhou Yu Xiaorui Liu 29 3 0 07 Dec 2023
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng-Long Jiang Heng Ji Jiawei Han AI4CE 28 137 0 05 Dec 2023
Exploring Large Language Models for Human Mobility Prediction under Public Events Yuebing Liang Yichao Liu Xiaohan Wang Zhan Zhao 123 30 0 29 Nov 2023
Graph Prompt Learning: A Comprehensive Survey and Beyond Xiangguo Sun Jiawen Zhang Xixi Wu Hong Cheng Yun Xiong Jia Li 25 51 0 28 Nov 2023
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs Shengyin Sun Yuxiang Ren Chen Ma Xuecang Zhang 110 20 0 24 Nov 2023
A Survey of Graph Meets Large Language Model: Progress and Future Directions Yuhan Li Zhixun Li Peisong Wang Jia Li Xiangguo Sun Hongtao Cheng Jeffrey Xu Yu 38 55 0 21 Nov 2023
Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models Debarati Das Ishaan Gupta Jaideep Srivastava Dongyeop Kang 33 9 0 16 Nov 2023