graph foundation models 1hierarchical context modeling 1large language models 1multimodal graphs 1zero-shot transfer 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
CHARM: A Multimodal Graph Foundation Model with Hierarchical Context Modeling for Zero-Shot Transfer
Ankang Yang, Jitao Zhao, Di Jin +2
The paper introduces CHARM, a multimodal graph foundation model that uses hierarchical context modeling to enable zero-shot transfer across graph domains without fine-tuning. It en…
cs.LG2026
A Graph Foundation Model with Spectral Parsing and Prototype-Guided Spatial Propagation
Ankang Yang, Jitao Zhao, Dongxiao He +3
Graph foundation models aim to learn transferable knowledge from diverse graphs for generalization to unseen graphs and tasks. Unlike text and images, graphs lack a shared vocabula…