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Accelerating Catalytic Reaction Network Exploration via Local Fine-tuning with Universal Machine Learning Interatomic Potentials

Year: 2026

Type: article

Source: ACS Catalysis

DOI: 10.1021/acscatal.5c08361

Authors: Pengfei Hou, Jingshan Luo, Jin-Cheng Liu

Institution: Nankai University

Language: English

Topic: Machine Learning in Materials Science

Subfield: Materials Chemistry

Field: Materials Science

Domain: Physical Sciences

Open Access status: closed

Funders: National Natural Science Foundation of China, Tianjin Municipal Science and Technology Bureau, Fundamental Research Funds for the Central Universities

Awards: G1888224265, G2971704865, G5085971758, G559394192

OpenAlex ID: W7140216051

FWCI: 4.156

Cites: 54

Cited by: 3

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