2025 "graph generation" Papers

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Advancing Graph Generation through Beta Diffusion

Xinyang Liu, Yilin He, Bo Chen et al.

ICLR 2025posterarXiv:2406.09357
5
citations

Is Noise Conditioning Necessary? A Unified Theory of Unconditional Graph Diffusion Models

JIPENG LI, Yanning Shen

NeurIPS 2025spotlightarXiv:2505.22935

Multimodal Large Language Models for Inverse Molecular Design with Retrosynthetic Planning

Gang Liu, Michael Sun, Wojciech Matusik et al.

ICLR 2025posterarXiv:2410.04223
19
citations

Topological Zigzag Spaghetti for Diffusion-based Generation and Prediction on Graphs

Yuzhou Chen, Yulia Gel

ICLR 2025poster

Toward a Unified Geometry Understanding : Riemannian Diffusion Framework for Graph Generation and Prediction

Yisen Gao, Xingcheng Fu, Qingyun Sun et al.

NeurIPS 2025posterarXiv:2510.04522