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Proceedings of the AAAI conference on artificial intelligence , volume=

Leveraging large language models for node generation in few-shot learning on text-attributed graphs , author=

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TAG-DLM: Diffusion Language Models for Text-Attributed Graph Learning

cs.CL · 2026-06-30 · unverdicted · novelty 6.0

TAG-DLM integrates graph message passing into masked diffusion language models via topology attention masks on linearized neighborhoods, enabling prompt-based adaptation for node classification, link prediction, and transfer on text-attributed graphs.

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  • TAG-DLM: Diffusion Language Models for Text-Attributed Graph Learning cs.CL · 2026-06-30 · unverdicted · none · ref 21

    TAG-DLM integrates graph message passing into masked diffusion language models via topology attention masks on linearized neighborhoods, enabling prompt-based adaptation for node classification, link prediction, and transfer on text-attributed graphs.