Large Language Models on Graphs: A Comprehensive Survey

5 December 2023

Heng Ji

Papers citing "Large Language Models on Graphs: A Comprehensive Survey"

50 / 108 papers shown

Title
HIGHT: Hierarchical Graph Tokenization for Graph-Language Alignment Yongqiang Chen Quanming Yao Juzheng Zhang James Cheng Yatao Bian 36 4 0 20 Jun 2024
Learning Molecular Representation in a Cell Gang Liu Srijit Seal John Arevalo Zhenwen Liang Anne E Carpenter Meng Jiang Shantanu Singh 42 2 0 17 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 44 27 0 16 Jun 2024
Text-space Graph Foundation Models: Comprehensive Benchmarks and New Insights Zhikai Chen Haitao Mao Jingzhe Liu Yu Song Bingheng Li ... Bahare Fatemi Anton Tsitsulin Bryan Perozzi Hui Liu Jiliang Tang 36 10 0 15 Jun 2024
TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs Zhuofeng Li Zixing Gou Xiangnan Zhang Zhongyuan Liu Sirui Li Yuntong Hu Chen Ling Zheng Zhang Liang Zhao 42 6 0 14 Jun 2024
Automated Molecular Concept Generation and Labeling with Large Language Models Shichang Zhang Botao Xia Zimin Zhang Qianli Wu Fang Sun Ziniu Hu Yizhou Sun 43 0 0 13 Jun 2024
Cross-Modality Program Representation Learning for Electronic Design Automation with High-Level Synthesis Zongyue Qin Yunsheng Bai Atefeh Sohrabizadeh Zijian Ding Ziniu Hu Yizhou Sun Jason Cong 28 2 0 13 Jun 2024
LinkGPT: Teaching Large Language Models To Predict Missing Links Zhongmou He Jing Zhu Shengyi Qian Joyce Chai Danai Koutra LRM 42 1 0 07 Jun 2024
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs Zijian Li Qingyan Guo Jiawei Shao Lei Song Jiang Bian Jun Zhang Rui Wang RALM 34 11 0 03 Jun 2024
VerilogReader: LLM-Aided Hardware Test Generation Ruiyang Ma Yuxin Yang Ziqian Liu Jiaxi Zhang Min Li Junhua Huang Guojie Luo 44 11 0 03 Jun 2024
Joint Embeddings for Graph Instruction Tuning Vlad Argatu Aaron Haag Oliver Lohse 44 0 0 31 May 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 64 52 0 30 May 2024
Understanding Transformer Reasoning Capabilities via Graph Algorithms Clayton Sanford Bahare Fatemi Ethan Hall Anton Tsitsulin Seyed Mehran Kazemi Jonathan J. Halcrow Bryan Perozzi Vahab Mirrokni 44 30 0 28 May 2024
TAGA: Text-Attributed Graph Self-Supervised Learning by Synergizing Graph and Text Mutual Transformations Zhengwu Zhang Yuntong Hu Bo Pan Chen Ling Liang Zhao 41 2 0 27 May 2024
GRAG: Graph Retrieval-Augmented Generation Yuntong Hu Zhihan Lei Zhengwu Zhang Bo Pan Chen Ling Liang Zhao 43 20 0 26 May 2024
GLaD: Synergizing Molecular Graphs and Language Descriptors for Enhanced Power Conversion Efficiency Prediction in Organic Photovoltaic Devices Thao Nguyen Tiara Torres-Flores Changhyun Hwang Carl Edwards Ying Diao Heng Ji 32 0 0 23 May 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 44 36 0 20 May 2024
A Survey of Large Language Models for Graphs Xubin Ren Jiabin Tang Dawei Yin Nitesh V. Chawla Chao Huang 30 31 0 10 May 2024
Parameter-Efficient Tuning Large Language Models for Graph Representation Learning Qi Zhu Da Zheng Xiang Song Shichang Zhang Bowen Jin Yizhou Sun George Karypis 57 1 0 28 Apr 2024
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering Zhentao Xu Mark Jerome Cruz Matthew Guevara Tie Wang Manasi Deshpande Xiaofeng Wang Zheng Li RALM 18 61 0 26 Apr 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 33 23 0 23 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
Concept-Guided LLM Agents for Human-AI Safety Codesign Florian Geissler Karsten Roscher Mario Trapp LLMAG 27 3 0 03 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 38 19 0 30 Mar 2024
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Bowen Jin M. D. Wang Joyce C. Ho Carl Yang 35 8 0 25 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
Microstructures and Accuracy of Graph Recall by Large Language Models Yanbang Wang Hejie Cui Jon M. Kleinberg 42 2 0 19 Feb 2024
Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models Lanning Wei Jun Gao Huan Zhao Quanming Yao 33 1 0 18 Feb 2024
InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment Jianing Wang Junda Wu Yupeng Hou Yao Liu Ming Gao Julian McAuley 33 32 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 112 71 0 12 Feb 2024
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding Stefan Dernbach Khushbu Agarwal Alejandro Zuniga Michael Henry Sutanay Choudhury 33 8 0 09 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 19 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 64 27 0 03 Feb 2024
Can LLMs perform structured graph reasoning? Palaash Agrawal Shavak Vasania Cheston Tan LRM 26 2 0 02 Feb 2024
What Does the Bot Say? Opportunities and Risks of Large Language Models in Social Media Bot Detection Shangbin Feng Herun Wan Ningnan Wang Zhaoxuan Tan Minnan Luo Yulia Tsvetkov AAML DeLMO 25 16 0 01 Feb 2024
LLM4DyG: Can Large Language Models Solve Spatial-Temporal Problems on Dynamic Graphs? Zeyang Zhang Xin Wang Ziwei Zhang Haoyang Li Yi Qin Wenwu Zhu 40 26 0 26 Oct 2023
Language Models As Semantic Indexers Bowen Jin Hansi Zeng Guoyin Wang Xiusi Chen Tianxin Wei ... Yang Li Hanqing Lu Suhang Wang Jiawei Han Xianfeng Tang RALM 40 18 0 11 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 109 71 0 02 Oct 2023
Knowledge Graph Prompting for Multi-Document Question Answering Yu-Chiang Frank Wang Nedim Lipka Ryan A. Rossi Alexa F. Siu Ruiyi Zhang Tyler Derr RALM 31 114 0 22 Aug 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 322 3,021 0 22 Mar 2023
Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language Philipp Seidl Andreu Vall Sepp Hochreiter G. Klambauer 65 37 0 06 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 296 4,261 0 30 Jan 2023
TwHIN-BERT: A Socially-Enriched Pre-trained Language Model for Multilingual Tweet Representations at Twitter Xinyang Zhang Yury Malkov Omar U. Florez Serim Park Brian McWilliams Jiawei Han Ahmed El-Kishky VLM 61 90 0 15 Sep 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 46 108 0 12 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks Bowen Jin Yu Zhang Qi Zhu Jiawei Han 84 40 0 20 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 398 8,559 0 28 Jan 2022
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction Eli Chien Wei-Cheng Chang Cho-Jui Hsieh Hsiang-Fu Yu Jiong Zhang O. Milenkovic Inderjit S Dhillon 154 132 0 29 Oct 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 215 1,661 0 15 Oct 2021
Chemical-Reaction-Aware Molecule Representation Learning Hongwei Wang Weijian Li Xiaomeng Jin Kyunghyun Cho Heng Ji Jiawei Han Martin D. Burke 107 56 0 21 Sep 2021