TY - RPRT TI - Roadmap for transforming heterogeneous catalysis with artificial intelligence AU - Xin, Hongliang [Virginia Polytechnic Inst. and State Univ. (Virginia Tech), Blacksburg, VA (United States)] (ORCID:0000000193441697) AU - Kitchin, John R. [Carnegie Mellon University, Pittsburgh, PA (United States)] (ORCID:0000000326259232) AU - López, Núria [The Barcelona Institute of Science and Technology, Tarragona (Spain)] (ORCID:0000000191505941) AU - Schweitzer, Neil M. [Northwestern University, Evanston, IL (United States)] AU - Artrith, Nongnuch [Utrecht University (Netherlands)] (ORCID:0000000311536583) AU - Che, Fanglin [University of Massachusetts, Lowell, MA (United States)] AU - Grabow, Lars C. [University of Houston, TX (United States)] (ORCID:0000000277668856) AU - Gunasooriya, G. T. Kasun Kalhara [University of Oklahoma, Norman, OK (United States)] (ORCID:0000000312587841) AU - Kulik, Heather J. [Massachusetts Institute of Technology, Cambridge, MA (United States)] (ORCID:0000000193420191) AU - Laino, Teodoro [IBM Research Europe – Zurich, Rüschlikon (Switzerland); NCCR Catalysis, Zurich (Switzerland)] (ORCID:0000000187170456) AU - Li, Hao [Tohoku University, Miyagi (Japan)] (ORCID:0000000275771366) AU - Linic, Suljo [University of Michigan, Ann Arbor, MI (United States)] (ORCID:0000000321536755) AU - Medford, Andrew J. [Georgia Institute of Technology, Atlanta, GA (United States)] AU - Meyer, Randall J. [ExxonMobil Technology and Engineering, Annandale, NJ (United States)] (ORCID:0000000206790029) AU - Peng, Jiayu [University at Buffalo, NY (United States)] (ORCID:000000033696770X) AU - Phillips, Cory [US Department of Energy, Washington, DC (United States)] (ORCID:0009000507427124) AU - Qian, Jin [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:0000000201620477) AU - Qi, Long [Iowa State University, Ames, IA (United States)] AU - Shaw, Wendy J. [Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)] (ORCID:0000000246967415) AU - Ulissi, Zachary W. [Fundamental AI Research (FAIR), Meta, San Francisco, CA (United States)] AU - Wang, Siwen [Toyota Research Institute of North America, Ann Arbor, MI (United States)] (ORCID:0000000335825398) AU - Wang, Xiaonan [Tsinghua University, Beijing (China)] (ORCID:0000000197752417) PY - 2026 DO - 10.1038/s41929-026-01479-x UR - https://www.osti.gov/biblio/3375864 ID - 3375864 ER -