Public articles linked to the same research event.
arXiv The work proposes GraphBind, a topology-driven approach that binds rich modality information into a unified shared space for multimodal graph foundation models, using topology to organize self semantics and reliable neighborhood semantics and adapting that space to discriminative and generative tasks through lightweight interfaces; experiments against 11 representative baselines report leading performance on both task types, with relative improvements of up to 28.1% over the strongest baseline.
The work proposes GraphBind, a topology-driven approach that binds rich modality information into a unified shared space for multimodal graph foundation models, using topology to organize self semantics and reliable neighborhood semantics and adapting that space to discriminative and generative tasks through lightweight interfaces; experiments against 11 representative baselines report leading performance on both task types, with relative improvements of up to 28.1% over the strongest baseline.
The work proposes GraphBind, a topology-driven approach that binds rich modality information into a unified shared space for multimodal graph foundation models, using topology to organize self semantics and reliable neighborhood semantics and adapting that space to discriminative and generative tasks through lightweight interfaces; experiments against 11 representative baselines report leading performance on both task types, with relative improvements of up to 28.1% over the strongest baseline.
The work proposes GraphBind, a topology-driven approach that binds rich modality information into a unified shared space for multimodal graph foundation models, using topology to organize self semantics and reliable neighborhood semantics and adapting that space to discriminative and generative tasks through lightweight interfaces; experiments against 11 representative baselines report leading performance on both task types, with relative improvements of up to 28.1% over the strongest baseline.