structure:MLP
lz
loss mse of energy:0.014341470785439014
loss mse of energy:0.035337183624506
loss mse of energy:0.023822633549571037
loss mse of energy:0.0221343245357275
loss mse of energy:0.032921355217695236
loss mse of energy:0.03680580109357834
loss mse of energy:0.022251635789871216
loss mse of energy:0.017395678907632828
loss mse of energy:0.011555899865925312
loss mse of energy:0.04374327510595322
mean:0.026030924171209335
std:0.010094503872096539
lxp,n_p=50
loss mse of energy:0.001919744536280632
loss mse of energy:0.0009306604042649269
loss mse of energy:0.0012351328041404486
loss mse of energy:0.0014713562559336424
loss mse of energy:0.0012427030596882105
loss mse of energy:0.0010900881607085466
loss mse of energy:0.0012358890380710363
loss mse of energy:0.0013667199527844787
loss mse of energy:0.0013924463419243693
loss mse of energy:0.001533998060040176
mean:0.0013418738963082433
std:0.00025607433053664863
structure:onsagernet
lz
loss mse of energy:0.006878656335175037
loss mse of energy:0.0030683879740536213
loss mse of energy:0.008753248490393162
loss mse of energy:0.002821770729497075
loss mse of energy:0.0028144330717623234
loss mse of energy:0.00613225344568491
loss mse of energy:0.004342329688370228
loss mse of energy:0.004433527123183012
loss mse of energy:0.0023995055817067623
loss mse of energy:0.0028113205917179585
mean:0.004445543047040701
std:0.0020342767238616943
lxp,n_p=50
loss mse of energy:0.0009684254182502627
loss mse of energy:0.0012204559752717614
loss mse of energy:0.0012092443648725748
loss mse of energy:0.0013287406181916595
loss mse of energy:0.0011759756598621607
loss mse of energy:0.0009255275945179164
loss mse of energy:0.0009601020137779415
loss mse of energy:0.0011382228694856167
loss mse of energy:0.0015082107856869698
loss mse of energy:0.001310484716668725
mean:0.0011745389783754945
std:0.0001756993733579293
structure:GFINNs
lz
loss mse of energy:0.019394822418689728
loss mse of energy:0.011678271926939487
loss mse of energy:0.006512223742902279
loss mse of energy:0.0293042603880167
loss mse of energy:0.00289146788418293
loss mse of energy:0.016795065253973007
loss mse of energy:0.015166345052421093
loss mse of energy:0.011019929312169552
loss mse of energy:0.0054151276126503944
loss mse of energy:0.010142438113689423
mean:0.012831995263695717
std:0.007356447633355856
lxp,n_p=50
loss mse of energy:0.0032877526246011257
loss mse of energy:0.0015935612609609962
loss mse of energy:0.0016743425512686372
loss mse of energy:0.0014382002409547567
loss mse of energy:0.003384805517271161
loss mse of energy:0.003042608732357621
loss mse of energy:0.0035435010213404894
loss mse of energy:0.0037095423322170973
loss mse of energy:0.004496976733207703
loss mse of energy:0.0022740839049220085
mean:0.0028445373754948378
std:0.0009865292813628912
lz
lxp,n_p=50
