| pde_name,seed,mse_op,mse_bnd,mse_total,l2re_op,l2re_bnd,l2re,l2re_total,chain_json | |
| poisson_boltzmann_2d,4,0.026962699614788477,0.011073974612884285,0.03803667422767276,0.29257428738154956,0.18750214095524675,0.3475007431641302,0.4800764283367963,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 1000}]" | |
| poisson_boltzmann_2d,2,0.021436613391184745,0.012889552081498723,0.03432616547268347,0.26087505701160896,0.20228951914328006,0.33011641117343693,0.46316457615488904,"[{""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}]" | |
| poisson_boltzmann_2d,8,3.410535794482264e-05,0.0002535966507355575,0.0002877020086803801,0.010405567605131923,0.028374369892700972,0.030222188934502847,0.03877993749783289,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}]" | |
| poisson_boltzmann_2d,0,0.00023090608215500883,5.5985817449941e-05,0.00028689189960494983,0.027075230057049322,0.013331944009781056,0.03017960923739875,0.04040717406683038,"[{""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}]" | |
| poisson_boltzmann_2d,6,1.838648122435508e-05,3.2596503199381005e-05,5.0982984423736085e-05,0.007640183342417799,0.010172787578976631,0.01272234289086486,0.01781297092139443,"[{""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}]" | |
| poisson_boltzmann_2d,9,0.22666879576185295,0.41198893764695654,0.6386577334088095,0.8483017010751462,1.14366082933978,1.4239297274139409,1.9919625304149262,"[{""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}]" | |
| poisson_boltzmann_2d,5,0.0004135382850496555,0.00016461722603106077,0.0005781555110807163,0.03623367048087186,0.022860836035114476,0.042842697169305215,0.059094506515986335,"[{""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 300}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}]" | |
| poisson_boltzmann_2d,1,0.052804314803218455,0.010459610022662214,0.06326392482588067,0.4094389690226967,0.1822267860253752,0.448159425762202,0.591665755048072,"[{""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.001, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}]" | |
| poisson_boltzmann_2d,7,0.03409923400684889,0.026165869316692403,0.06026510332354129,0.32902339618856075,0.28821863247251295,0.43740870515317837,0.6172420286610737,"[{""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 500}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 100}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 200}, {""optimizer"": ""PSO"", ""lr"": 0.0, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 100}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 100}]" | |
| poisson_boltzmann_2d,3,0.048852645664771766,0.017089390882407685,0.06594203654717945,0.39382067606916976,0.2329258885768076,0.4575469314385939,0.6267465646459773,"[{""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 100}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 0.1, ""epochs"": 1500}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""Adam"", ""lr"": 0.0001, ""epochs"": 1000}]" | |