Position: Graph Foundation Models are Already Here

3 February 2024

Papers citing "Position: Graph Foundation Models are Already Here"

20 / 20 papers shown

Title
PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models Alejandro Velez-Arce Marinka Zitnik 9 0 0 08 May 2025
Exploring the Potential of Large Language Models for Heterophilic Graphs Yuxia Wu Shujie Li Yuan Fang Chuan Shi 29 1 0 26 Aug 2024
A Structure-Aware Framework for Learning Device Placements on Computation Graphs Shukai Duan Heng Ping Nikos Kanakaris Xiongye Xiao Panagiotis Kyriakis ... Guixiang Ma Mihai Capota Shahin Nazarian Theodore L. Willke Paul Bogdan 33 2 0 23 May 2024
Vul-LMGNNs: Fusing language models and online-distilled graph neural networks for code vulnerability detection Ruitong Liu Yanbin Wang Haitao Xu Bin Liu Fan Zhang Zhenhao Guo Wenrui Ma 17 10 0 23 Apr 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 96 16 0 12 Feb 2024
Neural Scaling Laws on Graphs Jingzhe Liu Haitao Mao Zhikai Chen Tong Zhao Neil Shah Jiliang Tang 26 4 0 03 Feb 2024
Beyond Weisfeiler-Lehman: A Quantitative Framework for GNN Expressiveness Bohang Zhang Jingchu Gai Yiheng Du Qiwei Ye Di He Liwei Wang 35 33 0 16 Jan 2024
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi G. D. S. P. Moreira Dong Wang Even Oldridge LRM 33 15 0 25 Oct 2023
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems Kaya Stechly Matthew Marquez Subbarao Kambhampati LRM 153 84 0 19 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 92 37 0 02 Oct 2023
Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking Juanhui Li Harry Shomer Haitao Mao Shenglai Zeng Yao Ma Neil Shah Jiliang Tang Dawei Yin 49 22 0 18 Jun 2023
Deep Graph Reprogramming Yongcheng Jing Chongbin Yuan Li Ju Yiding Yang Xinchao Wang Dacheng Tao 71 35 0 28 Apr 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 197 2,232 0 22 Mar 2023
Generative Knowledge Graph Construction: A Review Hongbin Ye Ningyu Zhang Hui Chen Huajun Chen 39 68 0 23 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 116 270 0 03 Oct 2022
Graph Neural Networks for Link Prediction with Subgraph Sketching B. Chamberlain S. Shirobokov Emanuele Rossi Fabrizio Frasca Thomas Markovich Nils Y. Hammerla Michael M. Bronstein Max Hansmire 35 75 0 30 Sep 2022
On Representing Linear Programs by Graph Neural Networks Ziang Chen Jialin Liu Xinshang Wang Jian Lu W. Yin AI4CE 34 20 0 25 Sep 2022
The CLRS Algorithmic Reasoning Benchmark Petar Velivcković Adria Puigdomenech Badia David Budden Razvan Pascanu Andrea Banino Mikhail Dashevskiy R. Hadsell Charles Blundell 151 86 0 31 May 2022
GraphDF: A Discrete Flow Model for Molecular Graph Generation Youzhi Luo Keqiang Yan Shuiwang Ji DRL 157 185 0 01 Feb 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020