{ "baseline_logreg": { "val": { "auc_roc": 0.9150785681383597, "auc_pr": 0.7971188649215672, "f1": 0.7988417920051476, "threshold": 0.7530877681136614, "n": 234951, "n_pos": 13775 }, "test": { "auc_roc": 0.9178062429091678, "auc_pr": 0.8021738055742494, "f1": 0.8026389444222312, "threshold": 0.7530877681136614, "n": 234953, "n_pos": 13776 } }, "gnn": { "val": { "auc_roc": 0.915103522684253, "auc_pr": 0.7995193593644102, "f1": 0.7969066032123736, "threshold": 0.7811810374259949, "n": 234951, "n_pos": 13775 }, "test": { "auc_roc": 0.9185332027790272, "auc_pr": 0.804845879114141, "f1": 0.801042777580282, "threshold": 0.7811810374259949, "n": 234953, "n_pos": 13776 } }, "per_process_test": { "P2P": { "auc_roc": 0.9138912501070247, "auc_pr": 0.8003437736556721, "f1": 0.7978764728732358, "threshold": 0.7811810374259949, "n": 70635, "n_pos": 4230 }, "O2C": { "auc_roc": 0.9193388422664435, "auc_pr": 0.8030437953288685, "f1": 0.8008194855451856, "threshold": 0.7811810374259949, "n": 82521, "n_pos": 4785 }, "R2R": { "auc_roc": 0.924505351294443, "auc_pr": 0.8123782641165591, "f1": 0.8026107594936709, "threshold": 0.7811810374259949, "n": 46758, "n_pos": 2727 }, "H2R": { "auc_roc": 0.9203247949769726, "auc_pr": 0.8095986447715899, "f1": 0.8082135523613964, "threshold": 0.7811810374259949, "n": 23318, "n_pos": 1315 }, "A2R": { "auc_roc": 0.9149351780520876, "auc_pr": 0.8070267303578275, "f1": 0.8018223234624146, "threshold": 0.7811810374259949, "n": 11721, "n_pos": 719 } }, "history": [ { "epoch": 1, "loss": 1.3363361358642578, "train_auc": 0.868552304846054, "val_auc": 0.8649810532670207, "val_pr": 0.6730371249824676, "val_f1": 0.7013638644346121 }, { "epoch": 2, "loss": 1.137428879737854, "train_auc": 0.8833482035168028, "val_auc": 0.8789408262593941, "val_pr": 0.7457191783530159, "val_f1": 0.7612142067100898 }, { "epoch": 3, "loss": 0.9838607311248779, "train_auc": 0.8832458638694214, "val_auc": 0.8788395318881804, "val_pr": 0.750778614791758, "val_f1": 0.77611575300591 }, { "epoch": 4, "loss": 0.8849748969078064, "train_auc": 0.8918517077996903, "val_auc": 0.888299034194184, "val_pr": 0.7593301236043093, "val_f1": 0.7844592115455176 }, { "epoch": 5, "loss": 0.8162857890129089, "train_auc": 0.8936571181902089, "val_auc": 0.8900807647777789, "val_pr": 0.7611609769753805, "val_f1": 0.7864247148134617 }, { "epoch": 6, "loss": 0.7678714990615845, "train_auc": 0.8955678323514618, "val_auc": 0.8919752327715691, "val_pr": 0.7632125280247819, "val_f1": 0.7886072854698069 }, { "epoch": 7, "loss": 0.7393248677253723, "train_auc": 0.8975106218640325, "val_auc": 0.8935438284459569, "val_pr": 0.765379071279637, "val_f1": 0.7903534100614096 }, { "epoch": 8, "loss": 0.7314325571060181, "train_auc": 0.8978969346682059, "val_auc": 0.8940942463834798, "val_pr": 0.7660159511587668, "val_f1": 0.7916869621691833 }, { "epoch": 9, "loss": 0.7120268940925598, "train_auc": 0.8994844346062849, "val_auc": 0.8954722917528392, "val_pr": 0.7677018676270162, "val_f1": 0.7924574308123704 }, { "epoch": 10, "loss": 0.6804245710372925, "train_auc": 0.9006169751833409, "val_auc": 0.8963739054794838, "val_pr": 0.7687678783020506, "val_f1": 0.7927679584887304 }, { "epoch": 11, "loss": 0.6825342774391174, "train_auc": 0.9021991832792605, "val_auc": 0.8980370561007758, "val_pr": 0.7705294116215478, "val_f1": 0.7930768918973694 }, { "epoch": 12, "loss": 0.6578107476234436, "train_auc": 0.9036462494122366, "val_auc": 0.8995248812534641, "val_pr": 0.7724037176299485, "val_f1": 0.7941366499757713 }, { "epoch": 13, "loss": 0.6551981568336487, "train_auc": 0.9053495736290901, "val_auc": 0.9011323768928435, "val_pr": 0.7746068486262642, "val_f1": 0.7947559499798306 }, { "epoch": 14, "loss": 0.6419685482978821, "train_auc": 0.9070074320172863, "val_auc": 0.9026753599321286, "val_pr": 0.776740879808552, "val_f1": 0.7951398700197796 }, { "epoch": 15, "loss": 0.6321706771850586, "train_auc": 0.9083993052545655, "val_auc": 0.9040007171367153, "val_pr": 0.7787143599221543, "val_f1": 0.7954921840287595 }, { "epoch": 16, "loss": 0.6323562264442444, "train_auc": 0.9096485902053668, "val_auc": 0.9052274712431427, "val_pr": 0.7807487324503404, "val_f1": 0.7956059932959089 }, { "epoch": 17, "loss": 0.6242539286613464, "train_auc": 0.910786802578955, "val_auc": 0.9063230550411373, "val_pr": 0.782735626351726, "val_f1": 0.7957476049961599 }, { "epoch": 18, "loss": 0.6166554689407349, "train_auc": 0.9118651949219655, "val_auc": 0.9073832073817325, "val_pr": 0.7846569044004013, "val_f1": 0.7959644874899112 }, { "epoch": 19, "loss": 0.6134944558143616, "train_auc": 0.9129198816778528, "val_auc": 0.9084562400544012, "val_pr": 0.7865619975676831, "val_f1": 0.7962073834980835 }, { "epoch": 20, "loss": 0.6102984547615051, "train_auc": 0.9138858178801502, "val_auc": 0.9094655155346143, "val_pr": 0.7884049290031433, "val_f1": 0.7964437260052536 }, { "epoch": 21, "loss": 0.6062521934509277, "train_auc": 0.9146863673807114, "val_auc": 0.9103109241758475, "val_pr": 0.7900469067957876, "val_f1": 0.7964544721998389 }, { "epoch": 22, "loss": 0.6048034429550171, "train_auc": 0.9153578970643655, "val_auc": 0.9110262443350992, "val_pr": 0.7914774529961004, "val_f1": 0.7966320199822738 }, { "epoch": 23, "loss": 0.6028245687484741, "train_auc": 0.9159546338416265, "val_auc": 0.9116489644498567, "val_pr": 0.7927199378315868, "val_f1": 0.7968435461792415 }, { "epoch": 24, "loss": 0.5988903045654297, "train_auc": 0.9164610527601046, "val_auc": 0.9121832559195042, "val_pr": 0.7937903995950208, "val_f1": 0.7967302891197552 }, { "epoch": 25, "loss": 0.5965708494186401, "train_auc": 0.9168925318406246, "val_auc": 0.9126524282310227, "val_pr": 0.7946884097801488, "val_f1": 0.7967571038689999 }, { "epoch": 26, "loss": 0.5954189300537109, "train_auc": 0.917277859941835, "val_auc": 0.9130761470921613, "val_pr": 0.7954299701885919, "val_f1": 0.7964026177379853 }, { "epoch": 27, "loss": 0.5935025811195374, "train_auc": 0.9176189299256937, "val_auc": 0.9134629645445167, "val_pr": 0.7960380742899127, "val_f1": 0.7964052807380309 }, { "epoch": 28, "loss": 0.5916483402252197, "train_auc": 0.9178756893808536, "val_auc": 0.9137605263912811, "val_pr": 0.7964790580559968, "val_f1": 0.7966270235869695 }, { "epoch": 29, "loss": 0.5906683206558228, "train_auc": 0.9180581967257926, "val_auc": 0.9139714449676263, "val_pr": 0.79682534280337, "val_f1": 0.7963257515508192 }, { "epoch": 30, "loss": 0.5899872183799744, "train_auc": 0.9181878460825541, "val_auc": 0.9141090415746298, "val_pr": 0.7970554068226547, "val_f1": 0.7957441740442257 }, { "epoch": 31, "loss": 0.5895127654075623, "train_auc": 0.9182792344416638, "val_auc": 0.9141839729905745, "val_pr": 0.7972681193772535, "val_f1": 0.7950251515031489 }, { "epoch": 32, "loss": 0.5880571603775024, "train_auc": 0.9183561144635048, "val_auc": 0.9142428148638491, "val_pr": 0.7974707866305064, "val_f1": 0.7948883334677094 }, { "epoch": 33, "loss": 0.5877199172973633, "train_auc": 0.9184520930494073, "val_auc": 0.9143312732132353, "val_pr": 0.7976959847584544, "val_f1": 0.7950165309249254 }, { "epoch": 34, "loss": 0.5868234634399414, "train_auc": 0.9185667067233069, "val_auc": 0.9144416856484102, "val_pr": 0.7978917287611067, "val_f1": 0.7949534443145633 }, { "epoch": 35, "loss": 0.5859488248825073, "train_auc": 0.9186661763185002, "val_auc": 0.9145303653849146, "val_pr": 0.7980937265693498, "val_f1": 0.7950225515463918 }, { "epoch": 36, "loss": 0.5854740738868713, "train_auc": 0.9187402088263512, "val_auc": 0.9145798369540493, "val_pr": 0.798256233306014, "val_f1": 0.7950185394164114 }, { "epoch": 37, "loss": 0.5848743319511414, "train_auc": 0.918793005778287, "val_auc": 0.9145912983735776, "val_pr": 0.7983724628680038, "val_f1": 0.7951351133663566 }, { "epoch": 38, "loss": 0.5842409133911133, "train_auc": 0.9188318447966835, "val_auc": 0.9145928830392653, "val_pr": 0.7984678155609841, "val_f1": 0.7952467270896274 }, { "epoch": 39, "loss": 0.5837963819503784, "train_auc": 0.9188713769682614, "val_auc": 0.9145945830757047, "val_pr": 0.7985545147784361, "val_f1": 0.7952768598371887 }, { "epoch": 40, "loss": 0.5832993388175964, "train_auc": 0.9189251796693604, "val_auc": 0.9146266202041462, "val_pr": 0.7986608241553675, "val_f1": 0.7952999879280512 }, { "epoch": 41, "loss": 0.5834438800811768, "train_auc": 0.9189831251940652, "val_auc": 0.914674388618713, "val_pr": 0.7987760129578747, "val_f1": 0.7953475268644102 }, { "epoch": 42, "loss": 0.582461953163147, "train_auc": 0.9190402733141801, "val_auc": 0.9147297623126193, "val_pr": 0.7988885726605477, "val_f1": 0.7953401751396759 }, { "epoch": 43, "loss": 0.5825979709625244, "train_auc": 0.9190910936488716, "val_auc": 0.9147715009232614, "val_pr": 0.7989835031264764, "val_f1": 0.7954617834394905 }, { "epoch": 44, "loss": 0.5822621583938599, "train_auc": 0.9191369205106665, "val_auc": 0.9147976876222182, "val_pr": 0.7990554555839529, "val_f1": 0.7956852286749194 }, { "epoch": 45, "loss": 0.5818272829055786, "train_auc": 0.9191817322191961, "val_auc": 0.9148278660178948, "val_pr": 0.7991323000002101, "val_f1": 0.7957176843774781 }, { "epoch": 46, "loss": 0.5813396573066711, "train_auc": 0.9192322648848054, "val_auc": 0.9148715390169442, "val_pr": 0.7992203136441218, "val_f1": 0.7959571938168847 }, { "epoch": 47, "loss": 0.5811331272125244, "train_auc": 0.9192962264655158, "val_auc": 0.9149384666895591, "val_pr": 0.7992451229745108, "val_f1": 0.7960687960687961 }, { "epoch": 48, "loss": 0.5804292559623718, "train_auc": 0.9193545611979886, "val_auc": 0.9150076587798586, "val_pr": 0.7993427504675817, "val_f1": 0.7962720602815784 }, { "epoch": 49, "loss": 0.5807056427001953, "train_auc": 0.9194037051836035, "val_auc": 0.9150647554858875, "val_pr": 0.7994339369126616, "val_f1": 0.7964777279758836 }, { "epoch": 50, "loss": 0.5800272822380066, "train_auc": 0.9194432402186099, "val_auc": 0.9151035210431328, "val_pr": 0.799519351031349, "val_f1": 0.7969066032123736 } ] }