How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees

Haonan Yuan; Qingyun Sun; Junhua Shi; Xingcheng Fu; Bryan Hooi; Jianxin Li; Philip S. Yu

2025 ICML ICML 2025

How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees

Abstract

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Authors

Haonan Yuan, Qingyun Sun, Junhua Shi, Xingcheng Fu, Bryan Hooi, Jianxin Li, Philip S. Yu

Topics

Artificial Intelligence > Core AI > Foundation Models Machine Learning > Application Areas > Domain Adaptation Deep Learning > Architectures > Graph Neural Networks

Keywords

multi-domain lipschitz continuity generalization guarantee mixture of expert graph foundation model self-supervised selective knowledge assembly

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