Shizhao Zhang, Shuixing Li, Siqin Song, Yang Zhao, Liang Gao*, Hongzheng Chen*, Hanying Li, Jiaping Lin*

Deep Learning-Assisted Design of Novel Donor–Acceptor Combinations for Organic Photovoltaic Materials with Enhanced Efficiency

Adv. Mater. 2025, 37, 2407613

Yinyi Xu^#, Wanxun Feng^#, Liquan Wang*, Jiaping Lin*, Xiangfei Ye, Xinyao Xu, Lei Du

Data-Driven Design of High-Performance Polyimides With Enhanced Heat Resistance and Dielectric Properties

Adv. Funct. Mater. 2025, 2507614

Shujian Cao^#, Zhentao Zhang^#, Siqin Song, Haoxiang Lan, Liang Gao*, Jiaping Lin*, Chongyin Zhang, and Wanyu Tang

On-demand design of materials with enhanced dielectric properties via a machine learning-assisted materials genome approach

J. Mater. Chem. A, 2025, 13, 20531-20541

Xiangfei Ye^#,Haoxiang Lan^#, Liangshun Zhang*, Jiaping Lin*, Yinyi Xu, Lei Du, Xiaohui Tian

Discovery of Trade-Off Performance Frontiers of Cross-Linking Polymers through Artificial Intelligence-Driven Multiobjective Bayesian Optimization

Chem. Mater. 2025, 37, 5249–5260

Wenlin Zhao^#, Xinyao Xu^#, Haoxiang Lan, Liquan Wang*, Jiaping Lin*, Lei Du, Chongyin Zhang, Xiaohui Tian

Designing Multicomponent Thermosetting Resins through Machine Learning and High-Throughput Screening

Macromolecules 2025, 58, 744–753

Xiangfei Ye#, Zhentao Zhang#, Haoxiang Lan, Chongyin Zhang*, Liquan Wang*, Jiaping Lin*, Xinyao Xu, Yinyi Xu, Lei Du, Xiaohui Tian

Design of Thermosetting Polymers with High Thermal Stability and Enhanced Processability via ML-assisted Material Genome Approach

Macromolecules 2025, 58, 5090-5100

Chunhui Xie, Haoke Qiu, Lu Liu, Yang You, Hongfei Li, Yunqi Li*, Zhaoyan Sun*, Jiaping Lin*, Lijia An

Machine Learning Approaches in Polymer Science: Progress and Fundamental for a New Paradigm

SmartMat 2025, 6, e1320

Zhehao Hu, Tianyi Wang, Jiaping Lin*, Liquan Wang*

Sequence Effects on the Glass Transition Temperature of Silicone-Containing Copolymers

Macromolecules 2025, 58, 5080-5089

Qianlin Cai, Tianyun Cai, Jiaping Lin, Liangshun Zhang

Expanding the Toolbox of DNA Supramolecular Polymerization for Hyperbranched Nanopolymers

Macromolecules 2025, 58, 4509-4519

Yinglin Wang^#, Yong Sun^#, Jiaping Lin*, Liquan Wang*, Chunhua Cai

Viscoelasticity of solvent-free polymer-grafted nanoparticles

Compos. Commun. 2025, 56, 102417

Tianyun Cai, Qianlin Cai, Jiaping Lin, Liangshun Zhang*

Convergence of DNA nanotechnology and polymer chemistry to ‘synthesize’ nanopolymers with branching architectures: a computational perspective

Soft Matter 2025,21, 3803-3813

Jiaqi An, Yanlong Ran, Jiaping Lin, Liangshun Zhang*

Prediction of microstructural evolution of multicomponent polymers by Physics-Informed neural networks

Computational Materials Science, 2025, 246, 113502

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