{ "algebra2005": { "model_type": "dkvmn", "dataset": "algebra2005", "n_folds_completed": 5, "n_folds_failed": 0, "leap_kt_version": "0.1.0", "hardware": { "device": "cuda", "accelerator": "NVIDIA GeForce RTX 3090", "torch_version": "2.9.1+cu128", "cuda_version": "12.8", "cpu": "x86_64", "platform": "Linux 5.15.0-140-generic" }, "protocol": { "test_ratio": 0.2, "n_folds": 5, "early_stopping_patience": 10, "early_stopping_metric": "auc", "max_epochs": 200, "primary_metric": "auc", "secondary_metrics": [ "acc", "f1" ], "validation_source": "held_out_fold", "seed": 0, "is_deviation": false, "deviation_reason": "" }, "auc_mean": 0.810000623914032, "auc_std": 0.004259173828507131, "auc_per_fold": [ 0.8110927769166203, 0.8026711752967298, 0.8127098822552354, 0.8103354771772209, 0.813193807924354 ], "acc_mean": 0.8089261949123541, "acc_std": 0.001074782447999751, "acc_per_fold": [ 0.8087379748279402, 0.8075402106543975, 0.8105061028936461, 0.808633408114377, 0.8092132780714095 ], "f1_mean": 0.8809748073340735, "f1_std": 0.0008695441079633973, "f1_per_fold": [ 0.8799236094533301, 0.8820754167491817, 0.8816017675987741, 0.8808442884454888, 0.8804289544235925 ], "wall_seconds": 3521.8, "git_commit": "f8dc2a051cf6fb864d85cb81bb0ce32f0ff1951c", "reference_auc": null }, "assist2009": { "model_type": "dkvmn", "dataset": "assist2009", "n_folds_completed": 5, "n_folds_failed": 0, "leap_kt_version": "0.1.0", "protocol": { "test_ratio": 0.2, "n_folds": 5, "early_stopping_patience": 10, "early_stopping_metric": "auc", "max_epochs": 200, "primary_metric": "auc", "secondary_metrics": [ "acc", "f1" ], "validation_source": "held_out_fold", "seed": 0, "is_deviation": false, "deviation_reason": "" }, "auc_mean": 0.7519946018317881, "auc_std": 0.001603121543547652, "auc_per_fold": [ 0.7526101706446859, 0.754310554657255, 0.7506048987443603, 0.750381803196863, 0.7520655819157764 ], "acc_mean": 0.7344274196629857, "acc_std": 0.0012236674150562584, "acc_per_fold": [ 0.7347445645943984, 0.7357571357609568, 0.7348783004088495, 0.7324519506323793, 0.7343051469183447 ], "f1_mean": 0.8157500464721098, "f1_std": 0.0013766074880258504, "f1_per_fold": [ 0.8151363442692799, 0.8169897452861395, 0.8171360048493155, 0.8138162093171666, 0.815671928638647 ], "wall_seconds": 5687.1, "git_commit": "bfbe33ac0aa8f455311d1d2b93f7d6413408814c", "reference_auc": null }, "assist2012": { "model_type": "dkvmn", "dataset": "assist2012", "n_folds_completed": 5, "n_folds_failed": 0, "fold_failures": [], "leap_kt_version": "0.1.0", "hardware": { "device": "cuda", "accelerator": "NVIDIA GeForce RTX 3090", "torch_version": "2.9.1+cu128", "cuda_version": "12.8", "cpu": "x86_64", "platform": "Linux 5.15.0-140-generic" }, "protocol": { "test_ratio": 0.2, "n_folds": 5, "early_stopping_patience": 10, "early_stopping_metric": "auc", "max_epochs": 200, "primary_metric": "auc", "secondary_metrics": [ "acc", "f1" ], "validation_source": "held_out_fold", "seed": 0, "is_deviation": false, "deviation_reason": "" }, "auc_mean": 0.7293149723795564, "auc_std": 0.00047217695501937027, "auc_per_fold": [ 0.729158205797029, 0.7290661771623284, 0.730112795755079, 0.7293331693493836, 0.7289045138339622 ], "acc_mean": 0.7335250167581776, "acc_std": 0.0002705826619926807, "acc_per_fold": [ 0.7335600394664498, 0.7333660965120395, 0.7339818183187594, 0.7333246718033305, 0.7333924576903089 ], "f1_mean": 0.8278283953815642, "f1_std": 0.0003921190458012499, "f1_per_fold": [ 0.8278409491852065, 0.8278092787579359, 0.8273826251212664, 0.8284504739121219, 0.8276586499312903 ], "batch_size": 32, "wall_seconds": 30159.4, "git_commit": "00f1c032c64db67e94ecb29024e635d5a23b9375", "reference_auc": null }, "assist2015": { "model_type": "dkvmn", "dataset": "assist2015", "n_folds_completed": 5, "n_folds_failed": 0, "leap_kt_version": "0.1.0", "protocol": { "test_ratio": 0.2, "n_folds": 5, "early_stopping_patience": 10, "early_stopping_metric": "auc", "max_epochs": 200, "primary_metric": "auc", "secondary_metrics": [ "acc", "f1" ], "validation_source": "held_out_fold", "seed": 0, "is_deviation": false, "deviation_reason": "" }, "auc_mean": 0.7240815130890589, "auc_std": 0.0009906657172774524, "auc_per_fold": [ 0.7247571594140599, 0.7242242263338134, 0.7252257166383451, 0.7227732908112658, 0.72342717224781 ], "acc_mean": 0.7507596081163201, "acc_std": 0.0005881215040693148, "acc_per_fold": [ 0.7509597000103752, 0.7503223702737554, 0.750663267574738, 0.7501889756777187, 0.7516637270450133 ], "f1_mean": 0.8470972321273699, "f1_std": 0.00132183844253208, "f1_per_fold": [ 0.8476136492461173, 0.8462980788970652, 0.8467637990007424, 0.845704921934719, 0.8491057115582052 ], "wall_seconds": 26211.3, "git_commit": "bfbe33ac0aa8f455311d1d2b93f7d6413408814c", "reference_auc": null }, "dbe_kt22": { "model_type": "dkvmn", "dataset": "dbe_kt22", "n_folds_completed": 5, "n_folds_failed": 0, "leap_kt_version": "0.1.0", "protocol": { "test_ratio": 0.2, "n_folds": 5, "early_stopping_patience": 10, "early_stopping_metric": "auc", "max_epochs": 200, "primary_metric": "auc", "secondary_metrics": [ "acc", "f1" ], "validation_source": "held_out_fold", "seed": 0, "is_deviation": false, "deviation_reason": "" }, "auc_mean": 0.7853135897365684, "auc_std": 0.0014779244275758842, "auc_per_fold": [ 0.7869696016091479, 0.7857579781670517, 0.785168993669549, 0.7829457788215801, 0.7857255964155134 ], "acc_mean": 0.7893232017515616, "acc_std": 0.00046066523192681534, "acc_per_fold": [ 0.7886856848477043, 0.7892974434928199, 0.7892330478459656, 0.7899735977847897, 0.7894262347865284 ], "f1_mean": 0.872000522500916, "f1_std": 0.0005626711058560684, "f1_per_fold": [ 0.8719789329952209, 0.872357025825076, 0.8710401891252955, 0.8724157490171534, 0.8722107155418344 ], "wall_seconds": 3448.4, "git_commit": "bfbe33ac0aa8f455311d1d2b93f7d6413408814c", "reference_auc": null }, "ednet500": { "model_type": "dkvmn", "dataset": "ednet500", "n_folds_completed": 5, "n_folds_failed": 0, "leap_kt_version": "0.1.0", "protocol": { "test_ratio": 0.2, "n_folds": 5, "early_stopping_patience": 10, "early_stopping_metric": "auc", "max_epochs": 200, "primary_metric": "auc", "secondary_metrics": [ "acc", "f1" ], "validation_source": "held_out_fold", "seed": 0, "is_deviation": false, "deviation_reason": "" }, "auc_mean": 0.6545364163120801, "auc_std": 0.002042300865932074, "auc_per_fold": [ 0.6544615012479247, 0.6544165539686204, 0.657256764631505, 0.6550163934426229, 0.6515308682697276 ], "acc_mean": 0.6731444759206798, "acc_std": 0.0016353487135831765, "acc_per_fold": [ 0.6708215297450425, 0.673229461756374, 0.6739376770538243, 0.6752124645892351, 0.6725212464589235 ], "f1_mean": 0.7855913953800744, "f1_std": 0.0015484055991884884, "f1_per_fold": [ 0.7854505169867061, 0.7856147198215779, 0.7871671597633136, 0.783126832497872, 0.7865977478309027 ], "wall_seconds": 226.0, "git_commit": "bfbe33ac0aa8f455311d1d2b93f7d6413408814c", "reference_auc": null } }