Author

Xu guo

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Jul 2026

SciForma: Structure-Faithful Generation of Scientific Diagrams

Multi-Dimensional Conjunctive Preference Optimization (M-DPO) is developed, which enforces simultaneous correctness across all axes and adaptively routes gradients to the most deficient dimension in post-training, bringing open scientific diagram generation close to proprietary-level structural fidelity.

Yuxuan Luo, Peng Zhang, Xinjie Zhang et al. · arXiv.org · 0 citations