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Author

Zeyang Zhang

2 papers indexed here

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Book Open access Aug 2026

Text-guided Molecule Generation with Conditional Discrete Graph Diffusion Model

A text-guided molecular graph generation framework that leverages the structural modeling power of graph diffusion models to achieve both strong alignment with textual descriptions and high-quality molecular structures and a molecule structure consistency loss that explicitly enforces structural coherence during genera...

Yang Yao, Xin Wang, Yaofei Wu et al. · 0 citations
Aug 2026

Curriculum-GraphLLM: Joint Optimization of Architectures, Structures and Texts for Denoised Graph Neural Architecture Search.

This paper proposes Curriculum-GraphLLM, a novel graphLLM framework for joint optimization of architectures, structures, and texts for denoised graph neural architecture search to jointly optimize GNN architectures, graph structures, and textual semantics as a unified denoising process during architecture search.

Xin Wang, Haibo Chen, Linxin Xiao et al. · 0 citations

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