Integrating Graphs with Large Language Models: Methods and Prospects

Integrating Graphs with Large Language Models: Methods and Prospects

9 October 2023

Papers citing "Integrating Graphs with Large Language Models: Methods and Prospects"

18 / 18 papers shown

Title
Efficient Document Retrieval with G-Retriever Manthankumar Solanki RALM 47 0 0 21 Apr 2025
Simplifying Data Integration: SLM-Driven Systems for Unified Semantic Queries Across Heterogeneous Databases Teng Lin 25 0 0 08 Apr 2025
Collaborative Expert LLMs Guided Multi-Objective Molecular Optimization Jiajun Yu Y. Zheng Huan Yee Koh Shirui Pan Tianyue Wang Haishuai Wang 69 0 0 05 Mar 2025
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 42 6 0 03 Oct 2024
Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation Shiyuan Li Yixin Liu Qingfeng Chen Geoffrey I. Webb Shirui Pan SSL 39 4 0 29 Jul 2024
Self-Supervision Improves Diffusion Models for Tabular Data Imputation Yixin Liu Thalaiyasingam Ajanthan Hisham Husain Vu-Linh Nguyen 51 9 0 25 Jul 2024
Solving Zebra Puzzles Using Constraint-Guided Multi-Agent Systems Shmuel Berman Kathleen McKeown Baishakhi Ray LLMAG 46 1 0 04 Jul 2024
KG-RAG: Bridging the Gap Between Knowledge and Creativity Diego Sanmartin RALM 47 36 0 20 May 2024
Foundation Models for Education: Promises and Prospects Tianlong Xu Richard Tong Jing Liang Xing Fan Haoyang Li Qingsong Wen AI4CE 46 8 0 08 Apr 2024
Microstructures and Accuracy of Graph Recall by Large Language Models Yanbang Wang Hejie Cui Jon M. Kleinberg 42 2 0 19 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
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
Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing Values Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Haishuai Wang Khoa T. Phan Yi-Ping Phoebe Chen Shirui Pan Wei Xiang AI4TS 42 14 0 11 Jan 2024
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 45 190 0 02 Oct 2023
Structure-free Graph Condensation: From Large-scale Graphs to Condensed Graph-free Data Xin Zheng Miao Zhang C. Chen Quoc Viet Hung Nguyen Xingquan Zhu Shirui Pan DD 44 59 0 05 Jun 2023
Unraveling Privacy Risks of Individual Fairness in Graph Neural Networks He Zhang Xingliang Yuan Shirui Pan 48 11 0 30 Jan 2023
From Unsupervised to Few-shot Graph Anomaly Detection: A Multi-scale Contrastive Learning Approach Yu Zheng Ming Jin Yixin Liu Lianhua Chi Khoa T. Phan Shirui Pan Yi-Ping Phoebe Chen 23 13 0 11 Feb 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 407 8,559 0 28 Jan 2022