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AI and Machine Learning in Chemical and Materials Science

Artificial intelligence (AI) and machine learning (ML), with their rapidly evolving capabilities, stand at the forefront of a paradigm shift in chemical and materials research. These data science techniques are ushering in an era where data-driven methodologies can significantly augment traditional experimental and computational procedures, leading to unprecedented scientific discovery in these fields. Recognizing the potential of these technologies and the need for a focused discussion on their advancements, this special topic issue aims to spotlight the most recent progress in AI/ML-assisted research in chemical and materials science with a focus on physical insights that can be gleaned from either application or development of AI/ML models. This issue seeks to provide a comprehensive overview, including the latest innovations, challenges, and future prospects of AI/ML in chemical and materials research.

Guest Editors: Heather Kulik and Yi-Qin Gao; Lead Editor: Xiaosong Li.

Yongqiang Ming; Jianglong Li; Jianlong Wen; Lang Shuai; Juan Yang; Yijing Nie
Soohaeng Yoo Willow; Seungwon Kim; D. ChangMo Yang; Miran Ha; Amir Hajibabaei; Jung Woon Yang; Kwang S. Kim; Chang Woo Myung
Manikantan R. Nair; Tribeni Roy
Penghua Ying; Cheng Qian; Rui Zhao; Yanzhou Wang; Ke Xu; Feng Ding; Shunda Chen; Zheyong Fan
Shaofeng Xu; Jingyuan Wu; Ying Guo; Qing Zhang; Xiaoxia Zhong; Jinjin Li; Wei Ren
Ye Min Thant; Taishiro Wakamiya; Methawee Nukunudompanich; Keisuke Kameda; Manabu Ihara; Sergei Manzhos
Tuğçe Gökdemir; Jakub Rydzewski
Jiaxin Xu; Agboola Suleiman; Gang Liu; Renzheng Zhang; Meng Jiang; Ruilan Guo; Tengfei Luo
Senwei Liang; Linghua Zhu; Xiaolin Liu; Chao Yang; Xiaosong Li
Arjun S. Kulathuvayal; Yi Rao; Yanqing Su
Debarshi Banerjee; Khatereh Azizi; Colin K. Egan; Edward Danquah Donkor; Cesare Malosso; Solana Di Pino; Gonzalo Díaz Mirón; Martina Stella; Giulia Sormani; Germaine Neza Hozana; Marta Monti; Uriel N. Morzan; Alex Rodriguez; Giuseppe Cassone; Asja Jelic; Damian Scherlis; Ali Hassanali

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