Articles

Articles

Open AccessReview

AI-Driven Rational Design of Solid-State Electrolytes

Zama Jan, Jiaying He, Heqin Guo, Qiang Wang, Haleem Ud Din, Guoping Gao, Yaqiong Su

2026, 1(1): 12. doi: 10.53941/aimat.2026.100012

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Open AccessReview

Large Language Models in Nanoparticles Research: Methods, Applications, Impacts, and Future Directions

Md. Nafiz Chowdhury Emon, J. N. Ethica, Md. Al Amin Meia, M. M. Hasan Mahfuz

2026, 1(1): 11. doi: 10.53941/aimat.2026.100011

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Open AccessCommentary

From Materials Database to Materials Bank: Assetizing Data for AI-Driven Materials Innovation

Chenyao Ma, Di Zhang, Weibo Gong, Wei Du, Rui Su, Yuhang Chen, Kan Xu, Huan Gu, Limin Li, Piao Ma, Zhenghao Li, Hao Li

2026, 1(1): 9. doi: 10.53941/aimat.2026.100009

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Open AccessArticle

Collaborative AI Enhances Image Understanding in Materials Science

Ruoyan Avery Yin, Zhichu Ren, Zongyou Yin, Zhen Zhang, So Yeon Kim, Chia-Wei Hsu, Ju Li

2026, 1(1): 6. doi: 10.53941/aimat.2026.100006

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1 Cited
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Open AccessReview

Driving Catalytic Innovation: The Development and Application of Machine Learning Force Fields

Xiaoyi Hu, Guanjie Wang, Cuilian Wen, Baisheng Sa

2026, 1(1): 5. doi: 10.53941/aimat.2026.100005

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1 Cited
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Open AccessReview

Let Materials Science Data Learn to Reason

Tongao Yao, Aoni Xu, Pengfei Ou, Weijie Yang

2026, 1(1): 4. doi: 10.53941/aimat.2026.100004

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1 Cited
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Open AccessArticle

Supervised Machine Learning Assisted Development of Hybrid Solvation Model for Simulating Graphene-Water Interface

Jordan Clive Barker, William Wen, Yun Wang

2026, 1(1): 3. doi: 10.53941/aimat.2026.100003

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Open AccessOpinion

Data Speaks: LLM-Enabled Evidence Auditing Resets the “Migration Barrier” Playbook for Solid-State Electrolytes

Limin Li, Kan Xu, Rui Su, Huan Gu, Piao Ma

2026, 1(1): 2. doi: 10.53941/aimat.2026.100002

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3 Cited
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Open AccessEditorial
Editorial for the Inaugural Issue of AI for Materials

Zongyou Yin

2026, 1(1): 1. doi: 10.53941/aimat.2026.100001

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