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Machine Learning for Materials Design and Discovery

This Special Topic aims to provide a valuable and timely forum where scientists and practitioners in the field of materials informatics share their most recent findings and disruptive ideas, reveal new advances to improve the fundamental understanding of machine learning approaches for accelerated materials design and discovery, and identify challenges as well as the next critical steps going forward. Journal of Applied Physics has interest to expand in this area and aims to be the home for original and timely research reports on this important topic.

Guest Editors: Rama Vasudevan, Ghanshyam Pilania, and Prasanna V. Balachandran

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Rama Vasudevan; Ghanshyam Pilania; Prasanna V. Balachandran
10.1063/5.0043300
Sergey Magedov; Christopher Koh; Walter Malone; Nicholas Lubbers; Benjamin Nebgen
10.1063/5.0016011
Anna Costine; Paige Delsa; Tianxi Li; Petra Reinke; Prasanna V. Balachandran
10.1063/5.0017507
Maria-Christina Velli; George D. Tsibidis; Alexandros Mimidis; Evangelos Skoulas; Yannis Pantazis; Emmanuel Stratakis
10.1063/5.0018235
Alexander Scheinker; Reeju Pokharel
10.1063/5.0014725
Bin Zheng; Jing Yang; Bin Liang; Jian-chun Cheng
10.1063/5.0012392
W. Ma; E. J. Kautz; A. Baskaran; A. Chowdhury; V. Joshi; B. Yener; D. J. Lewis
10.1063/5.0013720
Liyuan Huang; Chen Ling
10.1063/5.0012411
Eric W. Jacobs; Charles Yang; Kahraman G. Demir; Grace X. Gu
10.1063/5.0015648
Zhaohan Zhang; Mu Li; Katharine Flores; Rohan Mishra
10.1063/5.0012323
Ibrahim Olanrewaju Alade; Mohd Amiruddin Abd Rahman; Amjed Hassan; Tawfik A. Saleh
10.1063/5.0008977
Shreyas J. Honrao; Stephen R. Xie; Richard G. Hennig
10.1063/5.0012407
Sae Dieb; Zhilong Song; Wan-Jian Yin; Masashi Ishii
10.1063/5.0012351
Efim Mazhnik; Artem R. Oganov
10.1063/5.0012055
Rama K. Vasudevan; Kyle P. Kelley; Eugene Eliseev; Stephen Jesse; Hiroshi Funakubo; Anna Morozovska; Sergei V. Kalinin
10.1063/5.0005323
Danny E. P. Vanpoucke; Onno S. J. van Knippenberg; Ko Hermans; Katrien V. Bernaerts; Siamak Mehrkanoon
10.1063/5.0012285
Maxim Ziatdinov; Dohyung Kim; Sabine Neumayer; Liam Collins; Mahshid Ahmadi; Rama K. Vasudevan; Stephen Jesse; Myung Hyun Ann; Jong H. Kim; Sergei V. Kalinin
10.1063/5.0013847
Surya R. Kalidindi
10.1063/5.0011258
David Zagaceta; Howard Yanxon; Qiang Zhu
10.1063/5.0013208
Vinit Sharma; Pankaj Kumar; Pratibha Dev; Ghanshyam Pilania
10.1063/5.0015538
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