Learning on Large-scale Text-attributed Graphs via Variational Inference

26 October 2022

Xing Xie

Jian Tang

VLM

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Papers citing "Learning on Large-scale Text-attributed Graphs via Variational Inference"

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Title
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models Zhengliang Shi Lingyong Yan Weiwei Sun Yue Feng Pengjie Ren Xinyu Ma Shuaiqiang Wang D. Yin Maarten de Rijke Z. Ren RALM 43 0 0 05 May 2025
Attention Mechanisms Perspective: Exploring LLM Processing of Graph-Structured Data Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan GNN 32 0 0 04 May 2025
Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex Azadeh Beiranvand Seyed Mehdi Vahidipour 32 0 0 16 Apr 2025
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases Alfred Clemedtson Borun Shi RALM 61 0 0 07 Apr 2025
Toward General and Robust LLM-enhanced Text-attributed Graph Learning Zihao Zhang Xunkai Li R. Li Bing Zhou Zhenjun Li Guoren Wang 39 0 0 03 Apr 2025
Refining Interactions: Enhancing Anisotropy in Graph Neural Networks with Language Semantics Zhaoxing Li Xiaoming Zhang Haifeng Zhang Chengxiang Liu 34 0 0 02 Apr 2025
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Siwei Zhang Yun Xiong Yateng Tang Xi Chen Zian Jia Zehao Gu Jiarong Xu Jiawei Zhang AI4CE 70 1 0 18 Mar 2025
HeTGB: A Comprehensive Benchmark for Heterophilic Text-Attributed Graphs Shujie Li Yuxia Wu Chuan Shi Yuan Fang 39 0 0 05 Mar 2025
LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models Xi Zhu Haochen Xue Ziwei Zhao Wujiang Xu Jingyuan Huang Minghao Guo Qifan Wang Kaixiong Zhou Yongfeng Zhang 53 1 0 05 Mar 2025
Hypergraph Foundation Model Yifan Feng Shiquan Liu Xiangmin Han Shaoyi Du Zongze Wu Han Hu Yue Gao AI4CE 36 0 0 03 Mar 2025
Scale-Free Graph-Language Models Jianglin Lu Yixuan Liu Yitian Zhang Y. Fu 63 1 0 24 Feb 2025
Context-Aware Deep Learning for Multi Modal Depression Detection Genevieve Lam Huang Dongyan Weisi Lin 31 79 0 26 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
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
TAGExplainer: Narrating Graph Explanations for Text-Attributed Graph Learning Models Bo Pan Zhen Xiong Guanchen Wu Zheng Zhang Yifei Zhang Liang Zhao FAtt 31 1 0 20 Oct 2024
Bridging Large Language Models and Graph Structure Learning Models for Robust Representation Learning Guangxin Su Yifan Zhu Wenjie Zhang Hanchen Wang Ying Zhang 36 1 0 15 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 43 6 0 14 Oct 2024
When Graph meets Multimodal: Benchmarking and Meditating on Multimodal Attributed Graphs Learning Hao Yan C. Li Zhigang Yu Jun Yin Ruochen Liu Peiyan Zhang Weihao Han Mingzheng Li Zhengxin Zeng 24 0 0 11 Oct 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 39 4 0 02 Sep 2024
Hound: Hunting Supervision Signals for Few and Zero Shot Node Classification on Text-attributed Graph Yuxiang Wang Xiao Yan Shiyu Jin Quanqing Xu Chuanhui Yang Yuanyuan Zhu Chuang Hu Bo Du Jiawei Jiang VLM 41 0 0 01 Sep 2024
Path-LLM: A Shortest-Path-based LLM Learning for Unified Graph Representation Wenbo Shang Xuliang Zhu Xin Huang 37 3 0 10 Aug 2024
Node Level Graph Autoencoder: Unified Pretraining for Textual Graph Learning Wenbin Hu Huihao Jing Qi Hu Haoran Li Yangqiu Song SSL AI4CE 24 0 0 09 Aug 2024
Pre-Training and Prompting for Few-Shot Node Classification on Text-Attributed Graphs Huan-jing Zhao Beining Yang Yukuo Cen Junyu Ren Chenhui Zhang Yuxiao Dong Evgeny Kharlamov Shu Zhao Jie Tang VLM 49 7 0 22 Jul 2024
Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness Kai Guo Zewen Liu Zhikai Chen Hongzhi Wen Wei Jin Jiliang Tang Yi Chang AAML 32 4 0 16 Jul 2024
Improving Graph Out-of-distribution Generalization on Real-world Data Can Xu Yao Cheng Jianxiang Yu Haosen Wang Jingsong Lv Xiang Li OOD 29 0 0 14 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 46 12 0 10 Jul 2024
Revisiting Random Walks for Learning on Graphs Jinwoo Kim Olga Zaghen Ayhan Suleymanzade Youngmin Ryou Seunghoon Hong 54 0 0 01 Jul 2024
A Pure Transformer Pretraining Framework on Text-attributed Graphs Yu Song Haitao Mao Jiachen Xiao Jingzhe Liu Zhikai Chen Wei Jin Carl Yang Jiliang Tang Hui Liu AI4CE 40 4 0 19 Jun 2024
LangTopo: Aligning Language Descriptions of Graphs with Tokenized Topological Modeling Zhong Guan Hongke Zhao Likang Wu Ming He Jianpin Fan 32 3 0 19 Jun 2024
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan 40 3 0 19 Jun 2024
Bridging Local Details and Global Context in Text-Attributed Graphs Yaoke Wang Yun Zhu Wenqiao Zhang Yueting Zhuang Yunfei Li Siliang Tang 34 6 0 18 Jun 2024
UniGLM: Training One Unified Language Model for Text-Attributed Graphs Yi Fang Dongzhe Fan Sirui Ding Ninghao Liu Qiaoyu Tan VLM 34 3 0 17 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 25 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 29 6 0 14 Jun 2024
Hierarchical Compression of Text-Rich Graphs via Large Language Models Shichang Zhang Da Zheng Jiani Zhang Qi Zhu Xiang Song Soji Adeshina Christos Faloutsos George Karypis Yizhou Sun VLM 18 1 0 13 Jun 2024
GPT4Rec: Graph Prompt Tuning for Streaming Recommendation Peiyan Zhang Yuchen Yan Xi Zhang Liying Kang Chaozhuo Li Feiran Huang Senzhang Wang Sunghun Kim 33 7 0 12 Jun 2024
GraphStorm: all-in-one graph machine learning framework for industry applications Da Zheng Xiang Song Qi Zhu Jian Zhang Theodore Vasiloudis ... Qingjun Cui Huzefa Rangwala Belinda Zeng Christos Faloutsos George Karypis AI4TS AI4CE VLM 32 4 0 10 Jun 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 54 51 0 30 May 2024
Unleashing the Potential of Text-attributed Graphs: Automatic Relation Decomposition via Large Language Models Hyunjin Seo Taewon Kim J. Yang Eunho Yang 37 0 0 28 May 2024
Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization Rui Li Chaozhuo Li Yanming Shen Zeyu Zhang Xu Chen 38 2 0 14 May 2024
A Survey of Large Language Models for Graphs Xubin Ren Jiabin Tang Dawei Yin Nitesh V. Chawla Chao Huang 28 30 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 44 1 0 28 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 26 23 0 23 Apr 2024
A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications Wenbo Shang Xin Huang 27 9 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 37 0 10 Apr 2024
Revisiting Edge Perturbation for Graph Neural Network in Graph Data Augmentation and Attack Xin Liu Yuxiang Zhang Meng Wu Mingyu Yan Kun He Wei Yan Shirui Pan Xiaochun Ye Dongrui Fan AAML 25 2 0 10 Mar 2024
Can GNN be Good Adapter for LLMs? Xuanwen Huang Kaiqiao Han Yang Yang Dezheng Bao Quanjin Tao Ziwei Chai Qi Zhu AI4CE 21 37 0 20 Feb 2024
Distilling Large Language Models for Text-Attributed Graph Learning Bo Pan Zhengwu Zhang Yifei Zhang Yuntong Hu Liang Zhao 30 13 0 19 Feb 2024
Can we Soft Prompt LLMs for Graph Learning Tasks? Zheyuan Liu Xiaoxin He Yijun Tian Nitesh V. Chawla 47 21 0 15 Feb 2024
HyperBERT: Mixing Hypergraph-Aware Layers with Language Models for Node Classification on Text-Attributed Hypergraphs A. Bazaga Pietro Lió G. Micklem 18 2 0 11 Feb 2024