Liang Gao, Siqin Song, Jiaping Lin*, Yinyi Xu, Liquan Wang, Lei Du

AI-Assisted Design of Advanced Polymeric Materials: Challenges and Solutions

Adv. Mater. 2026, 38, e16857

Yinyi Xu, Wanxun Feng, Liang Gao, Liquan Wang,* Jiaping Lin,* Xiangfei Ye, Lei Liang,and Lei Du

De Novo Design of Polyimides Leveraging Deep Reinforcement Learning Agent

Adv. Mater. 2026, 38, e11099

Wenhao Gao, Shuxiao Wang, Liang Gao*, Jiaping Lin*, Chunhua Cai

Hierarchical Helical Toroids Constructed from One-pot Controllable Self-Assembly of Polypeptides

Angew. Chem. Int. Ed. 2026, 65, e24375 (Very Important Paper)

Wenhao Gao, Kaiwen Sun, Xiaosong Wang*, Liang Gao*, Jiaping Lin*, Chengyan Zhang & Chunhua Cai

Supramolecular coupling of cylindrical micelles following seeded-growth

Nature Communications 2026, 17, 3247

Sheng Chen, Chaoran Huang, Jianan Hong, Yuquan He, Yuemeng Qiao, Yang Zhao, Siqin Song, Jiaping Lin*, Liang Gao*

Inverse Design of Copolyamides via Sequence-Sensitive Multifidelity Hybrid Models and Teacher–Student Genetic Algorithm

MGE Advances 2026, DOI: 10.1002/mgea.70101

Tianyi Wang, Huajiang Xu, Jiaping Lin*, Liquan Wang*

Temperature-Dependent Coarse-Grained Force Field for Polymethacrylate-Based Copolymers: Sequence- and Composition-Dependent Glass Transition Temperatures

Macromolecules 2026, 59, 6644-6655

Ruiqi Jin, Jing Liu, Yue Du, Liquan Wang, Jiaping Lin*, Chunhua Cai*

Regulating the Topology of Polypeptide Nanotoroids through Solvent-Triggered Nanofiber Twisting

Macromolecules 2026, 59, 7595-7604

Zhepeng Zhu, Jiaping Lin, Liangshun Zhang*

Breaking Composition Constraints: Viscoelasticity-Driven Phase Inversion for Mechanically Robust Block Copolymer Networks

Macromolecules 2026, 59, 312-325

Zhentao Zhang, Tianyi Wang, Lin Zhao, Honglin Hu, Liquan Wang*, Jiaping Lin*, Lei Du

Simulation-assisted design of copolymerized silicon-containing arylacetylene resins for balanced processability and thermal stability

Composites Communications 2026, 65, 102852

Yue You, Jing Liu, Tianyu Liu, Yuquan He, Meng Yang*, Zhiyao Liu, Liquan Wang, Zuozhen Liu, Jiaping Lin*, Chunhua Cai*

Interpenetrating polymer networks from epoxy/vinyl ester resins with enhanced toughness

Composites Communications 2026, 66, 102871

Yuwen Zhang, Daifeng Teng, Yimeng Li, Kexin Cao, Jiaping Lin*, Chunhua Cai*

Degree of Polymerization-Regulated Chirality of the Helical Nanopatterns Assembled by Polypeptide Block Copolymers on Homopolymer Nanorods

J. Phys. Chem. B 2026, 130, 4224-4233

Yifu Deng, Zhepeng Zhu, Jiaping Lin, Liangshun Zhang*

Leveraging Zone Annealing to Navigate the Coassembly Pathway of High-Loading Nanorods in Block Copolymers for Enhanced Thermal Transport

J. Phys. Chem. B 2026, 130, 4504-4516

Zhepeng Zhu, Jiaping Lin, Liangshun Zhang*

Sequence-encoded Conformation Pathways in Viscoelastic Microphase Separation of Multiblock Copolymers

Chin. J. Polym. Sci. 2026, 44, 3176-3188

Yinyi Xu, Jiani Zhang, Tianhao Xu, Haoxiang Lan, Liquan Wang*, Jiaping Lin*, Lei Du

AI-Powered Inverse Design of High-Performance Unidirectional CFRP Composites: Breaking the Compressive-Tensile Trade-Off via Machine Learning

Macromol. Rapid Commun. 2026, 47, e00482