Towards Foundation Models for Knowledge Graph Reasoning

6 October 2023

Jian Tang

Papers citing "Towards Foundation Models for Knowledge Graph Reasoning"

29 / 29 papers shown

Title
TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge Graphs Yucheng Zhang Beatrice Bevilacqua Mikhail Galkin Bruno Ribeiro 61 1 0 26 Feb 2025
Towards Foundation Models on Graphs: An Analysis on Cross-Dataset Transfer of Pretrained GNNs Fabrizio Frasca Fabian Jogl Moshe Eliasof Matan Ostrovsky Carola-Bibiane Schönlieb Thomas Gärtner Haggai Maron AI4CE 26 2 0 23 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
Towards Graph Foundation Models: A Study on the Generalization of Positional and Structural Encodings Billy Joe Franks Moshe Eliasof Semih Cantürk Guy Wolf Carola-Bibiane Schönlieb Sophie Fellenz Marius Kloft AI4CE 71 0 0 10 Dec 2024
GFT: Graph Foundation Model with Transferable Tree Vocabulary Zehong Wang Zheyuan Zhang Nitesh V. Chawla Chuxu Zhang Yanfang Ye 39 9 0 09 Nov 2024
AtGCN: A Graph Convolutional Network For Ataxic Gait Detection Karan Bania Tanmay Verlekar 19 1 0 30 Oct 2024
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning Yuanning Cui Zequn Sun Wei Hu ReLM LRM 16 0 0 16 Oct 2024
Is Complex Query Answering Really Complex? Cosimo Gregucci Bo Xiong Daniel Hernández Lorenzo Loconte Pasquale Minervini Steffen Staab Antonio Vergari ELM 43 2 0 16 Oct 2024
Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs Kai Wang Siqiang Luo Caihua Shan Yifei Shen 30 1 0 16 Oct 2024
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs Caglar Demir N'Dah Jean Kouagou Arnab Sharma Axel-Cyrille Ngonga Ngomo 21 0 0 09 Oct 2024
One Model, Any Conjunctive Query: Graph Neural Networks for Answering Complex Queries over Knowledge Graphs Krzysztof Olejniczak Xingyue Huang .Ismail .Ilkan Ceylan Mikhail Galkin GNN 49 0 0 21 Sep 2024
Do Neural Scaling Laws Exist on Graph Self-Supervised Learning? Qian Ma Haitao Mao Jingzhe Liu Zhehua Zhang Chunlin Feng Yu Song Yihan Shao Yao Ma 35 3 0 20 Aug 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
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
Towards Better Benchmark Datasets for Inductive Knowledge Graph Completion Harry Shomer Jay Revolinsky Jiliang Tang 21 0 0 14 Jun 2024
Spatio-Spectral Graph Neural Networks Simon Geisler Arthur Kosmala Daniel Herbst Stephan Günnemann 45 8 0 29 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 23 0 23 Apr 2024
On the Scalability of GNNs for Molecular Graphs Maciej Sypetkowski Frederik Wenkel Farimah Poursafaei Nia Dickson Karush Suri Philip Fradkin Dominique Beaini GNN AI4CE 34 11 0 17 Apr 2024
Towards Graph Foundation Models for Personalization Andreas Damianou Francesco Fabbri Paul Gigioli Marco De Nadai Alice Wang Enrico Palumbo M. Lalmas AI4CE 21 8 0 12 Mar 2024
Unveiling Hidden Links Between Unseen Security Entities Daniel Alfasi T. Shapira Anat Bremler Barr 25 2 0 04 Mar 2024
Link Prediction with Relational Hypergraphs Xingyue Huang Miguel Romero Pablo Barceló Michael M. Bronstein .Ismail .Ilkan Ceylan 35 2 0 06 Feb 2024
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases Juan Sequeda D. Allemang Bryon Jacob 8 26 0 13 Nov 2023
Large Language Models can Learn Rules Zhaocheng Zhu Yuan Xue Xinyun Chen Denny Zhou Jian Tang Dale Schuurmans Hanjun Dai LRM ReLM 20 62 0 10 Oct 2023
Towards Causal Foundation Model: on Duality between Causal Inference and Attention Jiaqi Zhang Joel Jennings Agrin Hilmkil Nick Pawlowski Cheng Zhang Chao Ma CML 41 13 0 01 Oct 2023
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 44 76 0 30 Sep 2022
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs Yangze Zhou Gitta Kutyniok Bruno Ribeiro OODD AI4CE 73 37 0 30 May 2022
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations Yihong Chen Pasquale Minervini Sebastian Riedel Pontus Stenetorp 83 43 0 06 Oct 2021
BiQUE: Biquaternionic Embeddings of Knowledge Graphs Jia Guo Stanley Kok 57 29 0 29 Sep 2021
From Local Structures to Size Generalization in Graph Neural Networks Gilad Yehudai Ethan Fetaya E. Meirom Gal Chechik Haggai Maron GNN AI4CE 139 123 0 17 Oct 2020