SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning

SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning

3 August 2023

Papers citing "SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning"

10 / 10 papers shown

Title
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex Azadeh Beiranvand Seyed Mehdi Vahidipour 34 0 0 16 Apr 2025
Scale-Free Graph-Language Models Jianglin Lu Yixuan Liu Yitian Zhang Y. Fu 70 1 0 24 Feb 2025
Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and Models Xin Sky Li Weize Chen Qizhi Chu Haopeng Li Zhaojun Sun ... Yiwei Wei Zhiyuan Liu Chuan Shi Maosong Sun Cheng Yang 40 5 0 29 Sep 2024
STAGE: Simplified Text-Attributed Graph Embeddings Using Pre-trained LLMs Aaron Zolnai-Lucas Jack Boylan Chris Hokamp Parsa Ghaffari 42 1 0 10 Jul 2024
Unleashing the Potential of Text-attributed Graphs: Automatic Relation Decomposition via Large Language Models Hyunjin Seo Taewon Kim J. Yang Eunho Yang 47 0 0 28 May 2024
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs Shengyin Sun Yuxiang Ren Chen Ma Xuecang Zhang 113 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
GRPE: Relative Positional Encoding for Graph Transformer Wonpyo Park Woonggi Chang Donggeon Lee Juntae Kim Seung-won Hwang 41 74 0 30 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 154 130 0 29 Oct 2021
TextGNN: Improving Text Encoder via Graph Neural Network in Sponsored Search Jason Zhu Yanling Cui Yuming Liu Hao Sun Xue Li Markus Pelger Tianqi Yan Liangjie Zhang Ruofei Zhang Huasha Zhao AI4CE 72 74 0 15 Jan 2021