Title
Disentangled Representation Learning with Large Language Models for Text-Attributed Graphs Yi Qin Xin Wang Ziwei Zhang Wenwu Zhu AI4CE 22 29 0 27 Oct 2023
LLM4DyG: Can Large Language Models Solve Spatial-Temporal Problems on Dynamic Graphs? Zeyang Zhang Xin Wang Ziwei Zhang Haoyang Li Yi Qin Wenwu Zhu 37 24 0 26 Oct 2023
Graph Agent: Explicit Reasoning Agent for Graphs Qinyong Wang Zhenxiang Gao Rong Xu AI4CE 23 5 0 25 Oct 2023
Enhancing Illicit Activity Detection using XAI: A Multimodal Graph-LLM Framework Jack Nicholls Aditya Kuppa Nhien-An Le-Khac 38 4 0 20 Oct 2023
Better to Ask in English: Cross-Lingual Evaluation of Large Language Models for Healthcare Queries Yiqiao Jin Mohit Chandra Gaurav Verma Yibo Hu Munmun De Choudhury Srijan Kumar LM&MA ELM 89 66 0 19 Oct 2023
GraphGPT: Graph Instruction Tuning for Large Language Models Jiabin Tang Yuhao Yang Wei Wei Lei Shi Lixin Su Suqi Cheng Dawei Yin Chao Huang 34 121 0 19 Oct 2023
Fast Graph Condensation with Structure-based Neural Tangent Kernel Lin Wang Wenqi Fan Jiatong Li Yao Ma Qing Li DD 26 27 0 17 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 117 0 16 Oct 2023
Integrating Graphs with Large Language Models: Methods and Prospects Shirui Pan Yizhen Zheng Yixin Liu AIFin 27 26 0 09 Oct 2023
Beyond Text: A Deep Dive into Large Language Models' Ability on Understanding Graph Data Yuntong Hu Zhengwu Zhang Liang Zhao GNN 31 23 0 07 Oct 2023
Label-free Node Classification on Graphs with Large Language Models (LLMS) Zhikai Chen Haitao Mao Hongzhi Wen Haoyu Han Wei-dong Jin Haiyang Zhang Hui Liu Jiliang Tang 30 72 0 07 Oct 2023
Talk like a Graph: Encoding Graphs for Large Language Models Bahare Fatemi Jonathan J. Halcrow Bryan Perozzi AI4CE 14 93 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models Junchi Yu Ran He Rex Ying LRM 58 24 0 06 Oct 2023
Compressing LLMs: The Truth is Rarely Pure and Never Simple Ajay Jaiswal Zhe Gan Xianzhi Du Bowen Zhang Zhangyang Wang Yinfei Yang MQ 38 45 0 02 Oct 2023
GraphText: Graph Reasoning in Text Space Jianan Zhao Le Zhuo Yikang Shen Meng Qu Kai Liu Michael M. Bronstein Zhaocheng Zhu Jian Tang 109 71 0 02 Oct 2023
One for All: Towards Training One Graph Model for All Classification Tasks Hao Liu Jiarui Feng Lecheng Kong Ningyue Liang Dacheng Tao Yixin Chen Muhan Zhang AI4CE 15 110 0 29 Sep 2023
Can LLMs Effectively Leverage Graph Structural Information through Prompts, and Why? Jin Huang Xingjian Zhang Qiaozhu Mei Jiaqi Ma 30 13 0 28 Sep 2023
Unleashing the Power of Graph Learning through LLM-based Autonomous Agents Lanning Wei Zhiqiang He Huan Zhao Quanming Yao LLMAG 32 1 0 08 Sep 2023
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models Yilin Wen Zifeng Wang Jimeng Sun ReLM 41 65 0 17 Aug 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 63 151 0 14 Aug 2023
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation Wei Jin Haitao Mao Zheng Li Haoming Jiang Cheng-hsin Luo ... Suhang Wang Yizhou Sun Jiliang Tang Bing Yin Xianfeng Tang AI4TS 41 37 0 19 Jul 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 63 309 0 05 Jul 2023
Demystifying Structural Disparity in Graph Neural Networks: Can One Size Fit All? Haitao Mao Zhikai Chen Wei Jin Haoyu Han Yao Ma Tong Zhao Neil Shah Jiliang Tang 30 32 0 02 Jun 2023
Can Language Models Solve Graph Problems in Natural Language? Heng Wang Shangbin Feng Tianxing He Zhaoxuan Tan Xiaochuang Han Yulia Tsvetkov ReLM LRM 21 180 0 17 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 44 259 0 16 May 2023
Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System Yunfan Gao Tao Sheng Youlin Xiang Yun Xiong Haofen Wang Jiawei Zhang RALM KELM 129 265 0 25 Mar 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 2,232 0 22 Mar 2023
Graph Learning and Its Advancements on Large Language Models: A Holistic Survey Shaopeng Wei Yu Zhao Xingyan Chen Qing Li Fuzhen Zhuang Ji Liu Fuji Ren Gang Kou AI4CE 21 5 0 17 Dec 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 361 8,495 0 28 Jan 2022
Confidence May Cheat: Self-Training on Graph Neural Networks under Distribution Shift Hongrui Liu Binbin Hu Xiao Wang Chuan Shi Qing Cui Jun Zhou 92 54 0 27 Jan 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 218 422 0 24 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
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,450 0 18 Mar 2020
Active Learning for Graph Neural Networks via Node Feature Propagation Yuexin Wu Yichong Xu Aarti Singh Yiming Yang A. Dubrawski GNN AI4CE 46 63 0 16 Oct 2019
K-BERT: Enabling Language Representation with Knowledge Graph Weijie Liu Peng Zhou Zhe Zhao Zhiruo Wang Qi Ju Haotang Deng Ping Wang 231 778 0 17 Sep 2019
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... J. Zhao Haotong Zhang Alex Smola Jinyang Li Zheng-Wei Zhang AI4CE GNN 197 746 0 03 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 415 2,586 0 03 Sep 2019
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 239 31,257 0 16 Jan 2013