TY - RPRT TI - Systematic softening in universal machine learning interatomic potentials AU - Deng, Bowen [Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:000000034085381X) AU - Choi, Yunyeong [Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:0000000279464232) AU - Zhong, Peichen [Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:0000000319211628) AU - Riebesell, Janosh [Univ. of Cambridge (United Kingdom). Cavendish Lab.] (ORCID:0000000152333462) AU - Anand, Shashwat [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:0000000188051547) AU - Li, Zhuohan [Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:0000000153729450) AU - Jun, KyuJung [Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:000000031974028X) AU - Persson, Kristin A. [Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:0000000324955509) AU - Ceder, Gerbrand [Univ. of California, Berkeley, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)] (ORCID:0000000192753605) PY - 2025 DO - 10.1038/s41524-024-01500-6 UR - https://www.osti.gov/biblio/2528028 ID - 2528028 ER -