ChatMat: a multi-agent chemist for autonomous material prediction and exploration

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Authors: Shuai Lv, Lei Peng, Shizhe Jiao, Yufan Yao, Wentiao Wu, Wei Hu
Cited by: 1
References: 53

Abstract

ChatMat is an autonomous multiagent framework integrating LLMs with DFT and ML-PES to accelerate material property prediction and exploration. By coordinating specialized agents, it executes complex workflows with minimal human intervention.

Fields of Study & Subjects

Machine Learning in Materials Science Artificial Intelligence in Healthcare and Education Computational Drug Discovery Methods

Publication details

Journal / source
Digital Discovery
Publisher
Royal Society of Chemistry (RSC)
Volume
5
Issue
7
Pages
2886–2898
Publication date
1 January 2026
Language
EN