Author

Yu Zhang

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Open access Aug 2026

A versatile and simple rectangular-topology strategy enables robust hydrogels

High‑strength, tough hydrogels are urgently needed for biomedicine and soft robotics, yet single‑network architectures suffer from an inherent trade‑off between mechanical robustness and high water content. Herein, we propose a rectangular topological network (RN) composed of rectangular motifs in a single-network hydr...

Zi-Xuan Yang, Yu Zhang, Zhen Huang et al. · Nature Communications · 0 citations

#artificial intelligence Preprint Aug 2026

PCBnet: A Dataset and Automatic Construction of SPICE Netlists from Schematic Images

This work presents PCBnet, a large-scale PCB schematic dataset comprising over 300 real-world designs with annotated pins and paired SPICE netlists, and develops an automated schematic-to-netlist pipeline that combines visual recognition, topology construction, and domain-knowledge-guided multi-agent correction.

Zhen Huang, Yu-Hao Gao, Yu-Zhi Liu et al. · 0 citations