Advancing Graph Representation Learning with Large Language Models: A
Comprehensive Survey of Techniques

Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques

4 February 2024

Jianling Sun

Papers citing "Advancing Graph Representation Learning with Large Language Models: A Comprehensive Survey of Techniques"

9 / 9 papers shown

Title
Evaluating Effects of Augmented SELFIES for Molecular Understanding Using QK-LSTM Collin Beaudoin Swaroop Ghosh 31 0 0 29 Apr 2025
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 38 62 0 15 Aug 2024
Large Language Models on Graphs: A Comprehensive Survey Bowen Jin Gang Liu Chi Han Meng-Long Jiang Heng Ji Jiawei Han AI4CE 24 120 0 05 Dec 2023
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs Shengyin Sun Yuxiang Ren Chen Ma Xuecang Zhang 98 19 0 24 Nov 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 102 37 0 02 Oct 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 244 4,186 0 30 Jan 2023
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 40 107 0 12 Sep 2022
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013