Author

Xin-Miao Wang

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Open access 2026

When does heterogeneous structured evidence help? A unified benchmark for structured-data modeling

Real-world entities are often characterized by heterogeneous structured information, including static attributes, temporal dynamics, and relational dependencies. However, existing benchmarks provide limited understanding of whether multimodal models can effectively exploit complementary information across these modalit...

Kai-Jie Cheng, Nuo-Yue Xu, Xing-Xuan Zhang et al. · AI Plus · 0 citations

#machine learning Preprint Sep 2026

SafeMol: Dual-Modality Safety Alignment for Molecular Multimodal Models

This work proposes SafeMol, a parameter-efficient safety alignment framework that jointly optimizes lightweight modules across text-only and graph-conditioned inputs, uses MMD for distribution-level representation alignment to reduce modality-induced discrepancies, and explicitly models molecular hazardousness and harm...

Xin-Miao Wang, Rui-Jie Wang, Meng-Hui Wang et al. · 0 citations