chain_eval: kuramoto_sivashinsky +7 seed rows

csv_adam_soap/kuramoto_sivashinsky.csv

@@ -8,3 +8,4 @@ run_timestamp,pde_name,value_type,smoke_test,chain_key,seed,mse_op,mse_bnd,mse_t
 2026-08-11T09:12:59,kuramoto_sivashinsky,soap,False,adam_soap,48,1.3538511440384013,1.1464899859800113,2.5003411300184126,1.0905879735946655,1.0035994052886963,1.4820910547078894,2.094187378883362,5074.0,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"
 2026-08-11T10:36:35,kuramoto_sivashinsky,soap,False,adam_soap,49,1.3570216001428435,1.1325298521814062,2.4895514523242497,1.0918642282485962,0.9974705576896667,1.478889788451674,2.089334785938263,5053.6,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"
 2026-08-11T10:37:56,kuramoto_sivashinsky,soap,False,adam_soap,50,1.371643907035164,1.1497719772896744,2.5214158843248384,1.0977309942245483,1.0050348043441772,1.4883239881236727,2.1027657985687256,5081.6,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"
+2026-08-11T12:00:42,kuramoto_sivashinsky,soap,False,adam_soap,51,1.3707089279324123,1.1629136842203849,2.533622612152797,1.0973567962646484,1.0107622146606445,1.4919223146309943,2.108119010925293,5034.5,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"