深度势能方法在材料科学中的应用
文通其, 刘怀忆, 龚小国, 叶贝琳, 刘思宇, 李卓远

Deep Potentials for Materials Science
WEN Tongqi, LIU Huaiyi, GONG Xiaoguo, YE Beilin, LIU Siyu, LI Zhuoyuan
图2 DPA-2下游任务样本效率对比分析[33]
Fig.2 Comparative analyses of sample efficiency on downstream tasks[33]
(a-e) RMSE convergence of energy and force predictions on FerroEle-D (a), SSE-PBESol (b), SemiCond-D (c), ANI-1x (d), H2O-PBE0TS-MD (e) tasks, respectively (RMSE—root-mean-square error)