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
SubGCache: Accelerating Graph-based RAG with Subgraph-level KV Cache Qiuyu Zhu Liang Zhang Qianxiong Xu Cheng Long Jie Zhang 14 0 0 16 May 2025
Graph Drawing for LLMs: An Empirical Evaluation Walter Didimo Fabrizio Montecchiani Tommaso Piselli 49 0 0 06 May 2025
Evaluating Effects of Augmented SELFIES for Molecular Understanding Using QK-LSTM Collin Beaudoin Swaroop Ghosh 36 0 0 29 Apr 2025
Efficient Document Retrieval with G-Retriever Manthankumar Solanki RALM 47 0 0 21 Apr 2025
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation Z. Zhang Ning Li Qi Liu Rui Li W. Gao Qingyang Mao Zhenya Huang Baosheng Yu Dacheng Tao RALM 39 0 0 11 Apr 2025
LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware Nowfel Mashnoor Mohammad Akyash Hadi M Kamali K. Z. Azar 32 0 0 09 Apr 2025
Code-Driven Inductive Synthesis: Enhancing Reasoning Abilities of Large Language Models with Sequences Kedi Chen Zhikai Lei Fan Zhang Yinqi Zhang Qin Chen Jie Zhou Liang He Qipeng Guo K. Chen Wei-na Zhang ELM LRM 65 0 0 17 Mar 2025
A Survey of Cross-domain Graph Learning: Progress and Future Directions Haihong Zhao Chenyi Zi Aochuan Chen Jia Li 69 0 0 14 Mar 2025
Towards Graph Foundation Models: A Transferability Perspective Yixuan Wang Wenqi Fan Suhang Wang Yao Ma 43 1 0 13 Mar 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More Arvid Frydenlund LRM 48 0 0 13 Mar 2025
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging Rajeev Kumar Harishankar Kumar Kumari Shalini 41 0 0 12 Mar 2025
LLM-Powered Knowledge Graphs for Enterprise Intelligence and Analytics Rajeev Kumar Kumar Ishan Harishankar Kumar Abhinandan Singla 44 0 0 11 Mar 2025
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving Yao Cheng Yibo Zhao Jiapeng Zhu Y. Liu Xingchen Sun Xiang Li RALM ReLM 72 0 0 09 Mar 2025
Optimizing open-domain question answering with graph-based retrieval augmented generation Joyce Cahoon Prerna Singh Nick Litombe Jonathan Larson Ha Trinh Yiwen Zhu A. Mueller Fotis Psallidas Carlo Curino 34 0 0 04 Mar 2025
Contextualizing biological perturbation experiments through language Menghua Wu Russell Littman Jacob Levine Lin Qiu Tommaso Biancalani David Richmond Jan-Christian Huetter 37 0 0 28 Feb 2025
GRAPHGPT-O: Synergistic Multimodal Comprehension and Generation on Graphs Yi Fang Bowen Jin Jiacheng Shen Sirui Ding Qiaoyu Tan J. Han 57 1 0 17 Feb 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 18 0 17 Jan 2025
A Diffusive Data Augmentation Framework for Reconstruction of Complex Network Evolutionary History En Xu Can Rong Jingtao Ding Yong Li 130 1 0 11 Jan 2025
Double Landmines: Invisible Textual Backdoor Attacks based on Dual-Trigger Yang Hou Qiuling Yue Lujia Chai Guozhao Liao Wenbao Han Wei Ou 40 0 0 23 Dec 2024
MedG-KRP: Medical Graph Knowledge Representation Probing Gabriel R. Rosenbaum L. Jiang Ivaxi Sheth Jaden Stryker Anton Alyakin ... Mustafa Nasir-Moin Jan Moritz Niehues Karl L. Sangwon Eunice Yang Eric Karl Oermann AI4MH 72 0 0 14 Dec 2024
Multi-Scale Heterogeneous Text-Attributed Graph Datasets From Diverse Domains Yunhui Liu Qizhuo Xie Jinwei Shi Jiaxu Shen Tieke He 72 0 0 12 Dec 2024
GraphTool-Instruction: Revolutionizing Graph Reasoning in LLMs through Decomposed Subtask Instruction Rongzheng Wang Shuang Liang Qizhi Chen Jiasheng Zhang Ke Qin 84 0 0 11 Dec 2024
LLM Online Spatial-temporal Signal Reconstruction Under Noise Yi Yan Dayu Qin E. Kuruoglu 69 0 0 24 Nov 2024
Zero-Shot Load Forecasting with Large Language Models Wenlong Liao Zhe Yang Mengshuo Jia Christian Rehtanz Jiannong Fang F. Porté-Agel BDL 83 0 0 18 Nov 2024
Interacting Large Language Model Agents. Interpretable Models and Social Learning Adit Jain Vikram Krishnamurthy LLMAG 37 0 0 02 Nov 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 34 0 0 29 Oct 2024
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains K. Li Tianhua Zhang Xixin Wu Hongyin Luo James Glass Helen Meng 31 0 0 24 Oct 2024
Mixture of Parrots: Experts improve memorization more than reasoning Samy Jelassi Clara Mohri David Brandfonbrener Alex Gu Nikhil Vyas Nikhil Anand David Alvarez-Melis Yuanzhi Li Sham Kakade Eran Malach MoE 30 4 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 53 2 0 23 Oct 2024
Can Large Language Models Act as Ensembler for Multi-GNNs? Hanqi Duan Yao Cheng Jianxiang Yu Xiang Li AI4CE 35 0 0 22 Oct 2024
A Scalable Communication Protocol for Networks of Large Language Models Samuele Marro Emanuele La Malfa Jesse Wright Bernard Ghanem Nigel Shadbolt Michael Wooldridge Philip H. S. Torr GNN AIFin 43 8 0 14 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 60 6 0 14 Oct 2024
Privately Learning from Graphs with Applications in Fine-tuning Large Language Models Haoteng Yin Rongzhe Wei Eli Chien P. Li 28 0 0 10 Oct 2024
InstructG2I: Synthesizing Images from Multimodal Attributed Graphs Bowen Jin Ziqi Pang Bingjun Guo Yu-Xiong Wang Jiaxuan You Jiawei Han DiffM 44 1 0 09 Oct 2024
Multimodal Large Language Models for Inverse Molecular Design with Retrosynthetic Planning Gang Liu Michael Sun Wojciech Matusik Meng Jiang Jie Chen 24 6 0 05 Oct 2024
Zero- and Few-shot Named Entity Recognition and Text Expansion in Medication Prescriptions using ChatGPT Natthanaphop Isaradech Andrea Riedel Wachiranun Sirikul Markus Kreuzthaler S. Schulz MedIm 27 0 0 26 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 42 2 0 17 Sep 2024
iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models Yassir Lairgi Ludovic Moncla Rémy Cazabet Khalid Benabdeslem Pierre Cléau 37 2 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
Molecular Graph Representation Learning Integrating Large Language Models with Domain-specific Small Models Tianyu Zhang Yuxiang Ren Chengbin Hou Hairong Lv Xuegong Zhang AI4CE 34 1 0 19 Aug 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 45 64 0 15 Aug 2024
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs Weijian Xie Xuefeng Liang Yuhui Liu Kaihua Ni Hong Cheng Zetian Hu 3DV RALM 51 3 0 14 Aug 2024
Investigating Instruction Tuning Large Language Models on Graphs Kerui Zhu Bo-Wei Huang Bowen Jin Yizhu Jiao Ming Zhong Kevin Chang Shou-De Lin Jiawei Han 61 2 0 10 Aug 2024
Semantic Communication Enhanced by Knowledge Graph Representation Learning Nour Hello P. Lorenzo Emilio Calvanese Strinati 52 5 0 27 Jul 2024
Krait: A Backdoor Attack Against Graph Prompt Tuning Ying Song Rita Singh Balaji Palanisamy AAML 55 0 0 18 Jul 2024
GOFA: A Generative One-For-All Model for Joint Graph Language Modeling Lecheng Kong Jiarui Feng Hao Liu Chengsong Huang Jiaxin Huang Yixin Chen Muhan Zhang AI4CE 77 6 0 12 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 53 12 0 10 Jul 2024
GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models Zike Yuan Ming Liu Hui Wang Bing Qin LRM ELM 55 2 0 03 Jul 2024
GraphArena: Evaluating and Exploring Large Language Models on Graph Computation Jianheng Tang Qifan Zhang Yuhan Li Nuo Chen Jia Li 21 2 0 29 Jun 2024