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Cross-material catalyst discovery via deep learning.

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Title: Cross-material catalyst discovery via deep learning.
Authors: Moon J; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Yoo S; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Shim J; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Heo S; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Kim JH; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Bootharaju MS; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Lee KS; Pohang Accelerator Laboratory (PAL), Pohang University of Science and Technology (POSTECH), Pohang, Republic of Korea., Ryu J; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Sung YE; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea., Hyeon T; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea. thyeon@snu.ac.kr.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea. thyeon@snu.ac.kr.
Source: Nature materials [Nat Mater] 2026 May 28. Date of Electronic Publication: 2026 May 28.
Publication Type: Journal Article
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101155473 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1476-4660 (Electronic) Linking ISSN: 14761122 NLM ISO Abbreviation: Nat Mater Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Moon+J%22">Moon J</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Yoo+S%22">Yoo S</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Shim+J%22">Shim J</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Heo+S%22">Heo S</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Kim+JH%22">Kim JH</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Bootharaju+MS%22">Bootharaju MS</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lee+KS%22">Lee KS</searchLink>; Pohang Accelerator Laboratory (PAL), Pohang University of Science and Technology (POSTECH), Pohang, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Ryu+J%22">Ryu J</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Sung+YE%22">Sung YE</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Hyeon+T%22">Hyeon T</searchLink>; Center for Nanoparticle Research, Institute for Basic Science (IBS), Seoul, Republic of Korea. thyeon@snu.ac.kr.; School of Chemical and Biological Engineering, and Institute of Chemical Processes, Seoul National University, Seoul, Republic of Korea. thyeon@snu.ac.kr.
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              Text: 2026 May 28
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