NEURIPS "graph foundation models" Papers

8 papers found

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poster (24,624)paper (8,140)oral (1,594)spotlight (1,421)highlight (975)

Deeper with Riemannian Geometry: Overcoming Oversmoothing and Oversquashing for Graph Foundation Models

Li Sun, Zhenhao Huang, Ming Zhang et al.

NEURIPS 2025posterarXiv:2510.17457
1
citations

Enhanced Expert Merging for Mixture-of-Experts in Graph Foundation Models

Lei Liu, Xingyu Xia, Qianqian Xie et al.

NEURIPS 2025poster

Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models

Ben Finkelshtein, Ismail Ilkan Ceylan, Michael Bronstein et al.

NEURIPS 2025posterarXiv:2506.14291
10
citations

Flatten Graphs as Sequences: Transformers are Scalable Graph Generators

Dexiong Chen, Markus Krimmel, Karsten Borgwardt

NEURIPS 2025posterarXiv:2502.02216
4
citations

GraphLand: Evaluating Graph Machine Learning Models on Diverse Industrial Data

Gleb Bazhenov, Oleg Platonov, Liudmila Prokhorenkova

NEURIPS 2025oralarXiv:2409.14500
7
citations

GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments

Enjun Du, Xunkai Li, Tian Jin et al.

NEURIPS 2025spotlightarXiv:2504.00711
17
citations

GRAVER: Generative Graph Vocabularies for Robust Graph Foundation Models Fine-tuning

Haonan Yuan, Qingyun Sun, Junhua Shi et al.

NEURIPS 2025posterarXiv:2511.05592
3
citations

The Underappreciated Power of Vision Models for Graph Structural Understanding

Xinjian Zhao, Wei Pang, Zhongkai Xue et al.

NEURIPS 2025posterarXiv:2510.24788
1
citations