{ "config": { "runs": 8, "gamma": 0.08, "lambda": 0.35, "m": 300, "T": 900, "batch": 32 }, "math_check": { "max_E_P2_minus_(1-gamma-lambda)A": -0.0009189718750894915, "max_(1-gamma-lambda)A_minus_scalar_bound": -0.0009375000000000355, "gamma_lambda": 0.25, "A_min": 0.725, "A_max": 0.74875, "passed": true }, "summary": { "constant": { "final_test_mse_mean": 0.3203642681774104, "final_test_mse_std": 0.071445710306155, "tail_test_mse_mean": 0.3125744971991499, "tail_test_mse_std": 0.07139515447500065, "final_train_loss_mean": 0.15636681107505424, "max_update_ratio_mean": 0.10918760426791724 }, "initial": { "final_test_mse_mean": 0.0638978313147808, "final_test_mse_std": 0.0014369235048593272, "tail_test_mse_mean": 0.06369500187211916, "tail_test_mse_std": 0.0015074108328651016, "final_train_loss_mean": 0.031352790754280525, "max_update_ratio_mean": 0.10918760426791724 }, "none": { "final_test_mse_mean": 0.06373018867063518, "final_test_mse_std": 0.0013421314232348817, "tail_test_mse_mean": 0.0632831670600167, "tail_test_mse_std": 0.0013682426611847597, "final_train_loss_mean": 0.0312815944542155, "max_update_ratio_mean": 0.11112518680829603 } }, "raw": { "constant": [ { "final_test_mse": 0.21331728641313216, "tail_test_mse": 0.2036002119241642, "final_train_loss": 0.1036035373723015, "max_update_ratio": 0.06499270761096203, "loss_trace": [ 0.09660208658154522, 0.09913308304537978, 0.09783132778109116, 0.09602668356046042, 0.09918072115516395, 0.0960653519884296, 0.0985837769559367, 0.09757753741342245, 0.1036035373723015 ] }, { "final_test_mse": 0.3336762274372533, "tail_test_mse": 0.3007667696015438, "final_train_loss": 0.16835525287881534, "max_update_ratio": 0.0965236182580031, "loss_trace": [ 0.14809438256306276, 0.13818714998040907, 0.1451342682279891, 0.1522444636454781, 0.1634730511346396, 0.16086683699355697, 0.16065222043098087, 0.1513527999014487, 0.16835525287881534 ] }, { "final_test_mse": 0.4118998875700791, "tail_test_mse": 0.4007535906631638, "final_train_loss": 0.2041949722213358, "max_update_ratio": 0.14430660665559253, "loss_trace": [ 0.18711951757953166, 0.2062805549191513, 0.19846467011958058, 0.1888386444343984, 0.19793456586673097, 0.19955399019019116, 0.21034249228064364, 0.19306826541308295, 0.2041949722213358 ] }, { "final_test_mse": 0.37388073157837576, "tail_test_mse": 0.35940212733192584, "final_train_loss": 0.17025399883689188, "max_update_ratio": 0.11492408402621879, "loss_trace": [ 0.19037835491255756, 0.16522536337192992, 0.1692678368442206, 0.18104866797708324, 0.18830999159545558, 0.1700615823983183, 0.1652802597017328, 0.1638268494213526, 0.17025399883689188 ] }, { "final_test_mse": 0.3159508289147718, "tail_test_mse": 0.33265916277090796, "final_train_loss": 0.15427306953203185, "max_update_ratio": 0.12427139243681841, "loss_trace": [ 0.16694751716968168, 0.15884929663452926, 0.15522839138970188, 0.16603710996094348, 0.1673888391300696, 0.1583384592063742, 0.1605998974043406, 0.158740309307857, 0.15427306953203185 ] }, { "final_test_mse": 0.21650134727051537, "tail_test_mse": 0.21134039656991946, "final_train_loss": 0.10927616595019976, "max_update_ratio": 0.09133585629500679, "loss_trace": [ 0.11381388847599726, 0.10770694334432898, 0.10723794334639294, 0.10853061158912658, 0.10670395724736192, 0.10445179276578088, 0.1097677679295758, 0.10233805062102014, 0.10927616595019976 ] }, { "final_test_mse": 0.3633906515046213, "tail_test_mse": 0.36611774010447645, "final_train_loss": 0.16672841665292176, "max_update_ratio": 0.1189318931753644, "loss_trace": [ 0.17102765078086116, 0.17287814350797365, 0.16707115518766164, 0.15375190204834296, 0.16392554189749958, 0.15750587972672578, 0.1645870269209436, 0.15870054778818793, 0.16672841665292176 ] }, { "final_test_mse": 0.3342971847305346, "tail_test_mse": 0.325955978627098, "final_train_loss": 0.17424907515593577, "max_update_ratio": 0.11821467568537189, "loss_trace": [ 0.1670257196884393, 0.17742467556531785, 0.17064711026491683, 0.1671730825563226, 0.1576267234719567, 0.17188930711541753, 0.17228754733423943, 0.17551962923167336, 0.17424907515593577 ] } ], "initial": [ { "final_test_mse": 0.06492002161680639, "tail_test_mse": 0.06520083308607512, "final_train_loss": 0.031200969560428452, "max_update_ratio": 0.06499270761096203, "loss_trace": [ 0.09660208658154522, 0.09913308304537978, 0.09783132778109116, 0.036500407818686256, 0.03255487307711314, 0.0315038416251689, 0.03140892355079365, 0.031174608431663857, 0.031200969560428452 ] }, { "final_test_mse": 0.06344514018813517, "tail_test_mse": 0.06286174835883732, "final_train_loss": 0.031282136143950964, "max_update_ratio": 0.0965236182580031, "loss_trace": [ 0.14809438256306276, 0.13818714998040907, 0.1451342682279891, 0.03391484686398738, 0.0320223370081068, 0.03136270728163026, 0.03130317868352726, 0.0311905641648367, 0.031282136143950964 ] }, { "final_test_mse": 0.06571035575984654, "tail_test_mse": 0.06511946264624632, "final_train_loss": 0.03200987902839998, "max_update_ratio": 0.14430660665559253, "loss_trace": [ 0.18711951757953166, 0.2062805549191513, 0.19846467011958058, 0.04167717645077452, 0.03467092928737746, 0.032882226707053694, 0.032079726261500796, 0.03168363411556142, 0.03200987902839998 ] }, { "final_test_mse": 0.06552666763368384, "tail_test_mse": 0.0651870328072081, "final_train_loss": 0.03067828744404345, "max_update_ratio": 0.11492408402621879, "loss_trace": [ 0.19037835491255756, 0.16522536337192992, 0.1692678368442206, 0.03529816673326417, 0.03209175831463503, 0.03126981883740531, 0.030625041356300602, 0.030743664376722844, 0.03067828744404345 ] }, { "final_test_mse": 0.0625480708133807, "tail_test_mse": 0.06220476492124024, "final_train_loss": 0.03142619618777982, "max_update_ratio": 0.12427139243681841, "loss_trace": [ 0.16694751716968168, 0.15884929663452926, 0.15522839138970188, 0.035241499240020194, 0.032314712219419416, 0.03178441100373226, 0.03150388698247101, 0.03167112858263505, 0.03142619618777982 ] }, { "final_test_mse": 0.06254444221197832, "tail_test_mse": 0.06213366836455627, "final_train_loss": 0.030805195133915313, "max_update_ratio": 0.09133585629500679, "loss_trace": [ 0.11381388847599726, 0.10770694334432898, 0.10723794334639294, 0.03311656889763006, 0.03138335464258121, 0.031053855321264832, 0.030797475956533437, 0.030894287520638258, 0.030805195133915313 ] }, { "final_test_mse": 0.06441796945835455, "tail_test_mse": 0.06482015106732768, "final_train_loss": 0.03161579930348645, "max_update_ratio": 0.1189318931753644, "loss_trace": [ 0.17102765078086116, 0.17287814350797365, 0.16707115518766164, 0.038045702706975784, 0.033786422243261366, 0.03220516075440658, 0.03201198650584709, 0.03177018474381001, 0.03161579930348645 ] }, { "final_test_mse": 0.062069982836060966, "tail_test_mse": 0.06203235372546228, "final_train_loss": 0.03180386323223979, "max_update_ratio": 0.11821467568537189, "loss_trace": [ 0.1670257196884393, 0.17742467556531785, 0.17064711026491683, 0.03794612469542157, 0.033739606534917345, 0.032699117597285436, 0.032368507449067975, 0.03241676851174073, 0.03180386323223979 ] } ], "none": [ { "final_test_mse": 0.06476665054800247, "tail_test_mse": 0.06480021038821769, "final_train_loss": 0.031147235906757862, "max_update_ratio": 0.06568032398690693, "loss_trace": [ 0.04059513527630325, 0.033120904749436936, 0.03212091620039727, 0.03145724569989188, 0.03133375040014127, 0.031075550414622975, 0.03119433047020284, 0.0310885314156861, 0.031147235906757862 ] }, { "final_test_mse": 0.0634673688140642, "tail_test_mse": 0.06277368076026113, "final_train_loss": 0.03126276320510808, "max_update_ratio": 0.0965236182580031, "loss_trace": [ 0.03744952041244664, 0.03257417930972933, 0.0315796171623284, 0.031327703305756044, 0.03126696393278839, 0.031117266134124594, 0.031174746374250252, 0.031147815990513646, 0.03126276320510808 ] }, { "final_test_mse": 0.06513689900289948, "tail_test_mse": 0.06404720804012122, "final_train_loss": 0.03174032140035571, "max_update_ratio": 0.1456721704731453, "loss_trace": [ 0.04566273470985355, 0.03547186150984154, 0.03311067367363531, 0.03224013351234214, 0.03163440884557926, 0.03141763021941014, 0.03145244264651024, 0.031316720190829705, 0.03174032140035571 ] }, { "final_test_mse": 0.06539207050196598, "tail_test_mse": 0.06487953349087666, "final_train_loss": 0.030619988579689266, "max_update_ratio": 0.11599251758465144, "loss_trace": [ 0.038094082180988614, 0.032179410462715094, 0.031065473442462424, 0.0307754119540056, 0.030816071304505623, 0.030734877353926153, 0.03042905733717449, 0.030639891339573476, 0.030619988579689266 ] }, { "final_test_mse": 0.062420358897009164, "tail_test_mse": 0.06187282864980745, "final_train_loss": 0.03140021261133678, "max_update_ratio": 0.12868041890587384, "loss_trace": [ 0.03660380033124209, 0.03252721005390503, 0.03189075060330656, 0.0316534740313171, 0.03141734222350263, 0.03142589056026065, 0.03138274665130269, 0.031609799083981906, 0.03140021261133678 ] }, { "final_test_mse": 0.06251747077640823, "tail_test_mse": 0.06200593504540686, "final_train_loss": 0.03079597016249418, "max_update_ratio": 0.0948062440527868, "loss_trace": [ 0.03472450739264996, 0.03178663345558015, 0.031061482586863656, 0.030967235558944414, 0.030901346864452176, 0.030911047641199587, 0.030724667002626063, 0.030860230973488872, 0.03079597016249418 ] }, { "final_test_mse": 0.06422535182844527, "tail_test_mse": 0.06427706724765629, "final_train_loss": 0.0315678106147631, "max_update_ratio": 0.1191788989657806, "loss_trace": [ 0.04244847776330363, 0.034370330838248996, 0.03270160746426715, 0.03208047216870872, 0.0320743531885073, 0.03159902510937825, 0.03176352809269138, 0.03169293118460079, 0.0315678106147631 ] }, { "final_test_mse": 0.06191533899628657, "tail_test_mse": 0.06160887285778629, "final_train_loss": 0.03171845315321902, "max_update_ratio": 0.12246730223922014, "loss_trace": [ 0.04265877400789941, 0.03519239713304322, 0.033025147512847554, 0.032131059340709374, 0.03195997250511952, 0.03200583712739417, 0.0319855697782013, 0.032237837076235856, 0.03171845315321902 ] } ] } }