# Computational Screening of New Perovskite Materials Using Transfer Learning and Deep Learning
## 4 Conclusions
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline
**Formula** & \(\mathbf{\tau}\) & **Formula** & \(\mathbf{\tau}\) & **Formula** & \(\mathbf{\tau}\) & **Formula** & \(\mathbf{\tau}\) \\ \hline CsAgBr\({}_{3}\) & 3.0767 & KGeCl\({}_{3}\) & 2.9156 & CsMnl\({}_{3}\) & 3.6832 & CoGiO\({}_{3}\) & \(-\)2.4934 \\ CsCdBr\({}_{3}\) & 3.0839 & KVCl\({}_{3}\) & 2.9194 & KInI\({}_{3}\) & 3.7193 & BiMoO\({}_{3}\) & \(-\)0.2924 \\ ZrSiO\({}_{3}\) & 0.0224 & EuMnO\({}_{3}\) & 1.9694 & GdBO\({}_{3}\) & 2.2335 & TmMnO\({}_{3}\) & 2.6111 \\ ThReO\({}_{3}\) & 0.3455 & ThSiCo\({}_{3}\) & \(-\)2.1251 & GdBeO\({}_{3}\) & 2.2465 & PmRuO\({}_{3}\) & 2.6249 \\ NpTaO\({}_{3}\) & \(-\)4.4473 & NpSnO\({}_{3}\) & \(-\)2.2195 & HoBO\({}_{3}\) & 2.2479 & BeAgO\({}_{3}\) & \(-\)4.6185 \\ CuSiO\({}_{3}\) & 0.8738 & NdReO\({}_{3}\) & 1.986 & YBO\({}_{3}\) & 2.2485 & TSbO\({}_{3}\) & 2.6921 \\ BiRhO\({}_{3}\) & \(-\)2.1807 & GdSiO\({}_{3}\) & 2.0075 & EuBO\({}_{3}\) & 2.2486 & SmGaO\({}_{3}\) & 2.7514 \\ LiSmO\({}_{3}\) & \(-\)2.3252 & TIGaO\({}_{3}\) & 2.0255 & ErBo\({}_{3}\) & 2.2548 & InSiO\({}_{3}\) & 2.7544 \\ TlSiO\({}_{3}\) & 1.5291 & LiEuO\({}_{3}\) & \(-\)2.5704 & SmBO\({}_{3}\) & 2.2647 & LiCdO\({}_{3}\) & \(-\)4.1549 \\ NdBeO\({}_{3}\) & 1.5459 & BeAuO\({}_{3}\) & \(-\)4.675 & LuBO\({}_{3}\) & 2.2789 & BePoPo\({}_{3}\) & \(-\)4.5119 \\ AcSiO\({}_{3}\) & 1.5949 & PmBeO\({}_{3}\) & 2.0662 & AcBO\({}_{3}\) & 2.285 & AgAsO\({}_{3}\) & 2.815 \\ ZrBeO\({}_{3}\) & 1.6089 & TIWO\({}_{3}\) & 2.0764 & VSiO\({}_{3}\) & -2.9169 & AgRuO\({}_{3}\) & 2.8273 \\ SmSiO\({}_{3}\) & 1.6357 & ThWO\({}_{3}\) & 2.0875 & LiPmO\({}_{3}\) & -3.731 & LiGdO\({}_{3}\) & \(-\)4.5398 \\ SmBeO\({}_{3}\) & 1.6514 & TICCo\({}_{3}\) & 2.0895 & LuSiO\({}_{3}\) & 2.3438 & SmCoO\({}_{3}\) & 2.8557 \\ LiYbO\({}_{3}\) & \(-\)4.301 & TIGeO\({}_{3}\) & 2.1027 & TIBO\({}_{3}\) & 2.3453 & SmGeO\({}_{3}\) & 2.8773 \\ BeHgO\({}_{3}\) & \(-\)4.2571 & BeOsO\({}_{3}\) & \(-\)4.2343 & DyMnO\({}_{3}\) & 2.3484 & GdAsO\({}_{3}\) & 2.9255 \\ BeCdO\({}_{3}\) & \(-\)4.6077 & TmBeO\({}_{3}\) & 2.1393 & CrGeO\({}_{3}\) & 2.3535 & BeInO\({}_{3}\) & \(-\)5.3548 \\ EuBeO\({}_{3}\) & 1.7345 & HoSiO\({}_{3}\) & 2.1444 & ThMoO\({}_{3}\) & 2.423 & TrGeO\({}_{3}\) & 2.9768 \\ CrWO\({}_{3}\) & 1.7353 & LiCaO\({}_{3}\) & \(-\)3.2345 & HoBeO\({}_{3}\) & 2.4577 & SmVO\({}_{3}\) & 2.9774 \\ LaBeO\({}_{3}\) & 1.8183 & BiPtO\({}_{3}\) & 2.145 & LiTmO\({}_{3}\) & \(-\)4.0403 & LiPro\({}_{3}\) & \(-\)5.0002 \\ CrTcO\({}_{3}\) & \(-\)2.2119 & YSiO\({}_{3}\) & 2.1489 & NdGeO\({}_{3}\) & 2.4752 & YbAlO\({}_{3}\) & 3.0372 \\ LiCeO\({}_{3}\) & \(-\)4.404 & LaAsO\({}_{3}\) & 2.1864 & LiDyO\({}_{3}\) & \(-\)3.369 & EuGaO\({}_{3}\) & 3.0439 \\ BeBiO\({}_{3}\) & \(-\)4.8111 & YbBeO\({}_{3}\) & 2.1968 & SmNiO\({}_{3}\) & 2.5241 & GaBO\({}_{3}\) & 3.0837 \\ TlBeO\({}_{3}\) & 1.8655 & DyBO\({}_{3}\) & 2.2289 & ErBeO\({}_{3}\) & 2.535 & NdTaO\({}_{3}\) & 3.0888 \\ TlNiO\({}_{3}\) & 1.8873 & TmBO\({}_{3}\) & 2.2293 & FeAsO\({}_{3}\) & \(-\)3.8096 & HgRuO\({}_{3}\) & \(-\)2.1943 \\ TlTcO\({}_{3}\) & 1.898 & AgBO\({}_{3}\) & 2.2307 & TlCuO\({}_{3}\) & 2.5776 & HoMnO\({}_{3}\) & 3.1159 \\ HfBeO\({}_{3}\) & 1.9189 & YbBO\({}_{3}\) & 2.2312 & LiAcO\({}_{3}\) & \(-\)2.1229 & ThBO\({}_{3}\) & \(-\)2.0482 \\ \hline \hline \end{tabular} Note: the ABO\({}_{3}\) in this table does not contain the 98 ABO\({}_{3}\) in Table 5. Please check supplementary file for the total 765 predictions.  
\end{table} 
Table 6: _Cont._  
**Supplementary Materials:** The following are available online at [[http://www.mdpi.com/2076-3417/9/24/5510/s1](http://www.mdpi.com/2076-3417/9/24/5510/s1)]([http://www.mdpi.com/2076-3417/9/24/5510/s1](http://www.mdpi.com/2076-3417/9/24/5510/s1)), supplementary file: supplement_file.csv 764 predicted perovskites. **Author Contributions:** Conceptualization, J.H. and X.L. ; methodology, J.H., X.L., and Y.D. ; software, X.L. and Y.D. ; validation, X.L., C.N., and J.H. ; investigation, X.L., Y.D., Z.C., R.D., Y.S., and J.H. ; resources J.H. and S.L. ; writing--original draft preparation, X.L. and J.H.