ZeroG: Investigating Cross-dataset Zero-shot Transferability in Graphs

17 February 2024

Yuhan Li

Peisong Wang

Zhixun Li

Jeffrey Xu Yu

Jia Li

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Papers citing "ZeroG: Investigating Cross-dataset Zero-shot Transferability in Graphs"

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Title
Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Jiexia Ye Weiqi Zhang Z. Li J. Li Fugee Tsung MedIm 36 0 0 19 Mar 2025
A Survey of Cross-domain Graph Learning: Progress and Future Directions Haihong Zhao Chenyi Zi Aochuan Chen Jia Li 67 0 0 14 Mar 2025
Towards Graph Foundation Models: A Transferability Perspective Y. Wang Wenqi Fan Suhang Wang Yao Ma 41 0 0 13 Mar 2025
InversionGNN: A Dual Path Network for Multi-Property Molecular Optimization Yifan Niu Ziqi Gao Tingyang Xu Yang Liu Yatao Bian Yu Rong Junzhou Huang Jia Li 61 0 0 03 Mar 2025
Rewarding Graph Reasoning Process makes LLMs more Generalized Reasoners Miao Peng Nuo Chen Zongrui Suo Jia Li LRM 31 0 0 02 Mar 2025
Exploring Graph Tasks with Pure LLMs: A Comprehensive Benchmark and Investigation Y. Wang Xinnan Dai Wenqi Fan Yao Ma 67 1 0 26 Feb 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King J. Li 47 3 0 18 Feb 2025
IceBerg: Debiased Self-Training for Class-Imbalanced Node Classification Zhixun Li Dingshuo Chen Tong Zhao D. Wang Hongrui Liu Zhiqiang Zhang Jun Zhou Jeffrey Xu Yu SSL 90 0 0 10 Feb 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 66 7 0 21 Jan 2025
GraphAgent: Agentic Graph Language Assistant Yuhao Yang J. Tang Lianghao Xia Xingchen Zou Yuxuan Liang Chao Huang LM&Ro 86 1 0 22 Dec 2024
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees Zehong Wang Zheyuan Zhang Tianyi Ma Nitesh V. Chawla Chuxu Zhang Yanfang Ye AI4CE 71 0 0 21 Dec 2024
One Model for One Graph: A New Perspective for Pretraining with Cross-domain Graphs J. Liu Haitao Mao Zhikai Chen Wenqi Fan Mingxuan Ju Tong Zhao Neil Shah Jiliang Tang AI4CE 56 0 0 30 Nov 2024
GFT: Graph Foundation Model with Transferable Tree Vocabulary Zehong Wang Zheyuan Zhang Nitesh V. Chawla Chuxu Zhang Yanfang Ye 31 9 0 09 Nov 2024
Zero-shot Generalist Graph Anomaly Detection with Unified Neighborhood Prompts Chaoxi Niu Hezhe Qiao Changlu Chen Ling-Hao Chen Guansong Pang 38 0 0 18 Oct 2024
Trojan Prompt Attacks on Graph Neural Networks M. Lin Zhiwei Zhang Enyan Dai Zongyu Wu Yilong Wang Xiang Zhang Suhang Wang SILM AAML 23 0 0 17 Oct 2024
Enhance Graph Alignment for Large Language Models Haitong Luo Xuying Meng Suhang Wang Tianxiang Zhao Fali Wang Hanyun Cao Yujun Zhang 48 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
Neuro-Symbolic Entity Alignment via Variational Inference Shengyuan Chen Qinggang Zhang Junnan Dong Wen Hua Jiannong Cao Xiao Huang 16 4 0 05 Oct 2024
T3: A Novel Zero-shot Transfer Learning Framework Iteratively Training on an Assistant Task for a Target Task Xindi Tong Yujin Zhu Shijian Fan Liang Xu 54 1 0 26 Sep 2024
AnyGraph: Graph Foundation Model in the Wild Lianghao Xia Chao Huang OOD 35 9 0 20 Aug 2024
Path-LLM: A Shortest-Path-based LLM Learning for Unified Graph Representation Wenbo Shang Xuliang Zhu Xin Huang 27 3 0 10 Aug 2024
Parameter-Efficient Fine-Tuning via Circular Convolution Aochuan Chen Jiashun Cheng Zijing Liu Ziqi Gao Fugee Tsung Yu Li Jia Li 53 0 0 27 Jul 2024
Rethinking Fair Graph Neural Networks from Re-balancing Zhixun Li Yushun Dong Qiang Liu Jeffrey Xu Yu 16 7 0 16 Jul 2024
GOFA: A Generative One-For-All Model for Joint Graph Language Modeling Lecheng Kong Jiarui Feng Hao Liu Chengsong Huang Jiaxin Huang Yixin Chen Muhan Zhang AI4CE 77 6 0 12 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 43 11 0 10 Jul 2024
ProG: A Graph Prompt Learning Benchmark Chenyi Zi Haihong Zhao Xiangguo Sun Yiqing Lin Hong Cheng Jia Li 43 9 0 08 Jun 2024
Entity Alignment with Noisy Annotations from Large Language Models Shengyuan Chen Qinggang Zhang Junnan Dong Wen Hua Qing Li Xiao Huang 31 9 0 27 May 2024
A Survey of Large Language Models for Graphs Xubin Ren Jiabin Tang Dawei Yin Nitesh V. Chawla Chao Huang 21 30 0 10 May 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 24 21 0 23 Apr 2024
All in One and One for All: A Simple yet Effective Method towards Cross-domain Graph Pretraining Haihong Zhao Aochuan Chen Xiangguo Sun Hong Cheng Jia Li 24 33 0 15 Feb 2024
Weakly Supervised Anomaly Detection via Knowledge-Data Alignment Haihong Zhao Chenyi Zi Yang Liu Chen Zhang Yan Zhou Jia Li 28 4 0 06 Feb 2024
Position: Graph Foundation Models are Already Here Haitao Mao Zhikai Chen Wenzhuo Tang Jianan Zhao Yao Ma Tong Zhao Neil Shah Mikhail Galkin Jiliang Tang AI4CE 44 25 0 03 Feb 2024
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
Can we trust the evaluation on ChatGPT? Rachith Aiyappa Jisun An Haewoon Kwak Yong-Yeol Ahn ELM ALM LLMAG AI4MH LRM 106 76 0 22 Mar 2023
The Devil is in the Conflict: Disentangled Information Graph Neural Networks for Fraud Detection Zhixun Li Dingshuo Chen Qiang Liu Shu Wu AAML 21 15 0 22 Oct 2022
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
Rethinking Graph Neural Networks for Anomaly Detection Jianheng Tang Jiajin Li Zi-Chao Gao Jia Li 67 193 0 31 May 2022
Community Question Answering Entity Linking via Leveraging Auxiliary Data Yuhan Li Wei Shen Jianbo Gao Yadong Wang 25 10 0 24 May 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 137 130 0 29 Oct 2021
Entity Linking Meets Deep Learning: Techniques and Solutions Wei Shen Yuhan Li Yinan Liu Jiawei Han Jianyong Wang Xiaojie Yuan 26 50 0 26 Sep 2021