TY - RPRT TI - Machine Learning an Ab-Initio Based Bond-Order Potential for Bismuthene AU - Dutta, Partha Sarathi [Univ. of Illinois, Chicago, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] (ORCID:0000000165337454) AU - Koneru, Aditya [Univ. of Illinois, Chicago, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] (ORCID:0000000263211900) AU - Muhammed, Adil [Univ. of Illinois, Chicago, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] AU - Chan, Henry [Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] (ORCID:0000000281987737) AU - Balasubramanian, Karthik [Univ. of Illinois, Chicago, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] AU - Manna, Sukriti [Univ. of Illinois, Chicago, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] (ORCID:0000000231937803) AU - Loeffler, Troy [Univ. of Illinois, Chicago, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] (ORCID:0000000302441793) AU - Sasikumar, Kiran [Avant-Garde Materials Simulation Deutschland GmbH (Germany)] AU - Darancet, Pierre [Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] (ORCID:0000000258461673) AU - Sankaranarayanan, Subramanian K. R. S. [Univ. of Illinois, Chicago, IL (United States); Argonne National Laboratory (ANL), Argonne, IL (United States). Center for Nanoscale Materials (CNM)] (ORCID:000000029708396X) PY - 2026 DO - 10.1021/acs.jpcc.5c08318 UR - https://www.osti.gov/biblio/3367750 ID - 3367750 ER -