update new irm and plr simulations

results/irm/irm_ate_coverage.csv

@@ -1,15 +1,15 @@
 Learner g,Learner m,level,Coverage,CI Length,Bias,repetition
-LGBM Regr.,LGBM Clas.,0.9,0.931,1.2316532622529917,0.2992448325629738,1000
-LGBM Regr.,LGBM Clas.,0.95,0.971,1.4676053819640873,0.2992448325629738,1000
-LGBM Regr.,Logistic,0.9,0.918,0.7686543138837709,0.19130776690526882,1000
-LGBM Regr.,Logistic,0.95,0.964,0.9159081070123597,0.19130776690526882,1000
-LassoCV,LGBM Clas.,0.9,0.919,1.085643937942505,0.26276932948403875,1000
-LassoCV,LGBM Clas.,0.95,0.977,1.2936245411363425,0.26276932948403875,1000
-LassoCV,Logistic,0.9,0.914,0.6575993935743172,0.15918300885857045,1000
-LassoCV,Logistic,0.95,0.963,0.7835780075153564,0.15918300885857045,1000
-LassoCV,RF Clas.,0.9,0.923,0.5880692523443405,0.14216834117620963,1000
-LassoCV,RF Clas.,0.95,0.968,0.7007277341428199,0.14216834117620963,1000
-RF Regr.,Logistic,0.9,0.912,0.737241521175503,0.18258213488785877,1000
-RF Regr.,Logistic,0.95,0.96,0.8784774558266153,0.18258213488785877,1000
-RF Regr.,RF Clas.,0.9,0.901,0.6169132543509753,0.15312602292680585,1000
-RF Regr.,RF Clas.,0.95,0.952,0.7350974824150611,0.15312602292680585,1000
+LGBM Regr.,LGBM Clas.,0.9,0.945,1.2216042267151985,0.28345657770907506,1000
+LGBM Regr.,LGBM Clas.,0.95,0.978,1.455631217569933,0.28345657770907506,1000
+LGBM Regr.,Logistic,0.9,0.937,0.7783635652471962,0.1755643048856624,1000
+LGBM Regr.,Logistic,0.95,0.974,0.9274773935904179,0.1755643048856624,1000
+LassoCV,LGBM Clas.,0.9,0.94,1.089252770786487,0.2509252248385753,1000
+LassoCV,LGBM Clas.,0.95,0.97,1.297924730700042,0.2509252248385753,1000
+LassoCV,Logistic,0.9,0.922,0.6689562114359321,0.15824066833297554,1000
+LassoCV,Logistic,0.95,0.963,0.7971104906634167,0.15824066833297554,1000
+LassoCV,RF Clas.,0.9,0.916,0.5816683496081073,0.13385921983832258,1000
+LassoCV,RF Clas.,0.95,0.959,0.6931005881001578,0.13385921983832258,1000
+RF Regr.,Logistic,0.9,0.928,0.7402877167307594,0.16822215567409454,1000
+RF Regr.,Logistic,0.95,0.97,0.8821072217099382,0.16822215567409454,1000
+RF Regr.,RF Clas.,0.9,0.911,0.6219224222421955,0.14345892189725745,1000
+RF Regr.,RF Clas.,0.95,0.951,0.7410662741047522,0.14345892189725745,1000

results/irm/irm_ate_metadata.csv

@@ -1,2 +1,2 @@
 DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
-0.12.dev0,IRMATECoverageSimulation,2025-12-04 19:18,128.43919472694398,3.12.3,scripts/irm/irm_ate_config.yml
+0.11.5.dev55,IRMATECoverageSimulation,2026-08-10 12:26,113.26169823010763,3.12.3,scripts/irm/irm_ate_config.yml

results/irm/irm_ate_sensitivity_coverage.csv

@@ -1,9 +1,9 @@
 Learner g,Learner m,level,Coverage,CI Length,Bias,Coverage (Lower),Coverage (Upper),RV,RVa,Bias (Lower),Bias (Upper),repetition
-LGBM Regr.,LGBM Clas.,0.9,0.104,0.26700744915395425,0.18155232199663573,0.962,1.0,0.12549287515490162,0.05598005111522917,0.044565302894415494,0.32482781026582425,500
-LGBM Regr.,LGBM Clas.,0.95,0.232,0.31815899929988095,0.18155232199663573,0.996,1.0,0.12549287515490162,0.03612029770121405,0.044565302894415494,0.32482781026582425,500
-LGBM Regr.,Logistic,0.9,0.23,0.257663233362731,0.15145245487884335,1.0,1.0,0.10207244929149722,0.03621321533456867,0.02593099116694401,0.3002768258881602,500
-LGBM Regr.,Logistic,0.95,0.522,0.30702467943428213,0.15145245487884335,1.0,1.0,0.10207244929149722,0.019182778604657814,0.02593099116694401,0.3002768258881602,500
-Linear,LGBM Clas.,0.9,0.108,0.26725519240961965,0.17907088100479915,0.974,1.0,0.12655801859027904,0.05541429018003078,0.04415911293427357,0.31913100847174025,500
-Linear,LGBM Clas.,0.95,0.27,0.318454203596823,0.17907088100479915,0.996,1.0,0.12655801859027904,0.03501281859485896,0.04415911293427357,0.31913100847174025,500
-Linear,Logistic,0.9,0.874,0.25906199626090154,0.09125618159082688,1.0,1.0,0.06408216867705586,0.006446037964926924,0.05593258931866834,0.23673871825981035,500
-Linear,Logistic,0.95,0.968,0.3086914082291149,0.09125618159082688,1.0,1.0,0.06408216867705586,0.0015805668774873335,0.05593258931866834,0.23673871825981035,500
+LGBM Regr.,LGBM Clas.,0.9,0.078,0.267240647815274,0.1849797522270908,0.944,1.0,0.1277251511112122,0.058099654065215015,0.0462435901644452,0.3282162860304317,500
+LGBM Regr.,LGBM Clas.,0.95,0.226,0.3184368726437095,0.1849797522270908,0.994,1.0,0.1277251511112122,0.038024434129740166,0.0462435901644452,0.3282162860304317,500
+LGBM Regr.,Logistic,0.9,0.248,0.2575482967764377,0.15213650907120946,0.994,1.0,0.10242549359571286,0.03663077242613726,0.026715952687959295,0.30107260757572424,500
+LGBM Regr.,Logistic,0.95,0.5,0.30688772404448356,0.15213650907120946,1.0,1.0,0.10242549359571286,0.0196591289842577,0.026715952687959295,0.30107260757572424,500
+Linear,LGBM Clas.,0.9,0.074,0.2675287050740506,0.182823829142849,0.954,1.0,0.12886655394255406,0.0577538372519743,0.04604391866476501,0.32307881317113457,500
+Linear,LGBM Clas.,0.95,0.244,0.3187801140382242,0.182823829142849,0.992,1.0,0.12886655394255406,0.03716643138314868,0.04604391866476501,0.32307881317113457,500
+Linear,Logistic,0.9,0.848,0.25903708180803187,0.09212013208509906,1.0,1.0,0.06459624780853045,0.00698024047772583,0.056076576310785275,0.23782472799971893,500
+Linear,Logistic,0.95,0.96,0.3086617208274404,0.09212013208509906,1.0,1.0,0.06459624780853045,0.002026183464072373,0.056076576310785275,0.23782472799971893,500

results/irm/irm_ate_sensitivity_metadata.csv

@@ -1,2 +1,2 @@
 DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
-0.12.dev0,IRMATESensitivityCoverageSimulation,2025-12-04 17:47,37.59833161433538,3.12.3,scripts/irm/irm_ate_sensitivity_config.yml
+0.11.5.dev55,IRMATESensitivityCoverageSimulation,2026-08-10 11:11,37.94418383042018,3.12.3,scripts/irm/irm_ate_sensitivity_config.yml

results/irm/irm_atte_coverage.csv

@@ -1,15 +1,15 @@
 Learner g,Learner m,level,Coverage,CI Length,Bias,repetition
-LGBM Regr.,LGBM Clas.,0.9,0.929,1.5129808992585232,0.3494762511606464,1000
-LGBM Regr.,LGBM Clas.,0.95,0.975,1.802827937547063,0.3494762511606464,1000
-LGBM Regr.,Logistic,0.9,0.897,0.8665295499675973,0.21830700047216328,1000
-LGBM Regr.,Logistic,0.95,0.946,1.0325336441175617,0.21830700047216328,1000
-LassoCV,LGBM Clas.,0.9,0.916,1.3734552128644464,0.3386570485257962,1000
-LassoCV,LGBM Clas.,0.95,0.974,1.6365728278097587,0.3386570485257962,1000
-LassoCV,Logistic,0.9,0.903,0.8185274172270134,0.2143949995500193,1000
-LassoCV,Logistic,0.95,0.96,0.9753355750547081,0.2143949995500193,1000
-LassoCV,RF Clas.,0.9,0.884,0.5768241077018054,0.15075762219708613,1000
-LassoCV,RF Clas.,0.95,0.944,0.6873283178426831,0.15075762219708613,1000
-RF Regr.,Logistic,0.9,0.896,0.8425822825234105,0.2141783904054886,1000
-RF Regr.,Logistic,0.95,0.94,1.0039987149605252,0.2141783904054886,1000
-RF Regr.,RF Clas.,0.9,0.873,0.5972373860549938,0.1572551056347038,1000
-RF Regr.,RF Clas.,0.95,0.935,0.7116522392683193,0.1572551056347038,1000
+LGBM Regr.,LGBM Clas.,0.9,0.934,1.4937798499989419,0.34117402890580323,1000
+LGBM Regr.,LGBM Clas.,0.95,0.976,1.7799484761788762,0.34117402890580323,1000
+LGBM Regr.,Logistic,0.9,0.916,0.8435638060800157,0.20631198454891522,1000
+LGBM Regr.,Logistic,0.95,0.959,1.0051682724150017,0.20631198454891522,1000
+LassoCV,LGBM Clas.,0.9,0.93,1.3997684908780161,0.3357813940036333,1000
+LassoCV,LGBM Clas.,0.95,0.982,1.6679270324494568,0.3357813940036333,1000
+LassoCV,Logistic,0.9,0.918,0.7891533639274975,0.19681613920501798,1000
+LassoCV,Logistic,0.95,0.969,0.940334231711037,0.19681613920501798,1000
+LassoCV,RF Clas.,0.9,0.907,0.5796654438870646,0.1409144365107981,1000
+LassoCV,RF Clas.,0.95,0.955,0.6907139787305762,0.1409144365107981,1000
+RF Regr.,Logistic,0.9,0.907,0.8127255948906641,0.1980752575183376,1000
+RF Regr.,Logistic,0.95,0.954,0.9684222773377434,0.1980752575183376,1000
+RF Regr.,RF Clas.,0.9,0.904,0.5989514996874538,0.14743004054325756,1000
+RF Regr.,RF Clas.,0.95,0.957,0.7136947316396663,0.14743004054325756,1000

results/irm/irm_atte_metadata.csv

@@ -1,2 +1,2 @@
 DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
-0.12.dev0,IRMATTECoverageSimulation,2025-12-04 19:17,127.50641198952992,3.12.3,scripts/irm/irm_atte_config.yml
+0.11.5.dev55,IRMATTECoverageSimulation,2026-08-10 12:23,110.56588924328486,3.12.3,scripts/irm/irm_atte_config.yml

results/irm/irm_atte_sensitivity_coverage.csv

@@ -1,9 +1,9 @@
 Learner g,Learner m,level,Coverage,CI Length,Bias,Coverage (Lower),Coverage (Upper),RV,RVa,Bias (Lower),Bias (Upper),repetition
-LGBM Regr.,LGBM Clas.,0.9,0.742,0.34905458483668395,0.13054186381999264,0.958,1.0,0.10160519674460072,0.02147924444029479,0.06225696870603676,0.2547167550221069,500
-LGBM Regr.,LGBM Clas.,0.95,0.848,0.4159241914956518,0.13054186381999264,0.988,1.0,0.10160519674460072,0.010345724353659373,0.06225696870603676,0.2547167550221069,500
-LGBM Regr.,Logistic,0.9,0.76,0.3468033024136178,0.1257451763861217,0.962,1.0,0.09464538506725147,0.019042064023498208,0.062099562490136685,0.2546157792911907,500
-LGBM Regr.,Logistic,0.95,0.87,0.4132416230312373,0.1257451763861217,0.99,1.0,0.09464538506725147,0.009057626091664835,0.062099562490136685,0.2546157792911907,500
-Linear,LGBM Clas.,0.9,0.8,0.3498779710118114,0.11925928428374606,0.962,1.0,0.09501448425797636,0.017305926960423847,0.06259908086771278,0.23917304693135916,500
-Linear,LGBM Clas.,0.95,0.888,0.4169053166378378,0.11925928428374606,0.99,1.0,0.09501448425797636,0.00818694195298031,0.06259908086771278,0.23917304693135916,500
-Linear,Logistic,0.9,0.954,0.35050172092922355,0.06846426368040737,1.0,1.0,0.05373903639592994,0.0038361798530380602,0.10030761571464483,0.17007849218927298,500
-Linear,Logistic,0.95,0.972,0.41764856050674876,0.06846426368040737,1.0,1.0,0.05373903639592994,0.0015020205315898524,0.10030761571464483,0.17007849218927298,500
+LGBM Regr.,LGBM Clas.,0.9,0.702,0.3491292868207411,0.13763770189527935,0.946,1.0,0.10683828134908403,0.024107307497075292,0.06186766273961836,0.2627456479168576,500
+LGBM Regr.,LGBM Clas.,0.95,0.84,0.4160132043998559,0.13763770189527935,0.98,1.0,0.10683828134908403,0.011647589846304079,0.06186766273961836,0.2627456479168576,500
+LGBM Regr.,Logistic,0.9,0.72,0.3468272748096753,0.1344795350904188,0.946,1.0,0.10094330923810524,0.021882527374028946,0.05988315009713599,0.2642494015111184,500
+LGBM Regr.,Logistic,0.95,0.838,0.4132701879029839,0.1344795350904188,0.988,1.0,0.10094330923810524,0.010789324511693234,0.05988315009713599,0.2642494015111184,500
+Linear,LGBM Clas.,0.9,0.756,0.3498627168673395,0.12832078147710219,0.956,1.0,0.10192831815497197,0.02009400089391538,0.06013904072001689,0.24980019297384018,500
+Linear,LGBM Clas.,0.95,0.87,0.4168871402036007,0.12832078147710219,0.986,1.0,0.10192831815497197,0.009725222351342957,0.06013904072001689,0.24980019297384018,500
+Linear,Logistic,0.9,0.944,0.350593853054879,0.0741101735057973,1.0,1.0,0.0580582601702048,0.004580830816997106,0.09233050186704025,0.18000427592971247,500
+Linear,Logistic,0.95,0.974,0.41775834270569034,0.0741101735057973,1.0,1.0,0.0580582601702048,0.001564934511098024,0.09233050186704025,0.18000427592971247,500

results/irm/irm_atte_sensitivity_metadata.csv

@@ -1,2 +1,2 @@
 DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
-0.12.dev0,IRMATTESensitivityCoverageSimulation,2025-12-04 17:47,37.48425861199697,3.12.3,scripts/irm/irm_atte_sensitivity_config.yml
+0.11.5.dev55,IRMATTESensitivityCoverageSimulation,2026-08-10 11:11,38.09554938872655,3.12.3,scripts/irm/irm_atte_sensitivity_config.yml

results/irm/irm_cate_coverage.csv

@@ -1,15 +1,15 @@
 Learner g,Learner m,level,Coverage,CI Length,Bias,Uniform Coverage,Uniform CI Length,repetition
-LGBM Regr.,LGBM Clas.,0.9,0.92461,1.0665951249223096,0.24613991582170225,1.0,2.6653759321537116,1000
-LGBM Regr.,LGBM Clas.,0.95,0.97023,1.2709264804359406,0.24613991582170225,1.0,2.6812445695035247,1000
-LGBM Regr.,Logistic,0.9,0.89795,0.4614986062328707,0.11130386458867365,0.999,1.1580110182466605,1000
-LGBM Regr.,Logistic,0.95,0.94769,0.5499095070290679,0.11130386458867365,1.0,1.1604523683663983,1000
-Linear,LGBM Clas.,0.9,0.90908,1.0653909229898018,0.2559912909682445,1.0,2.6806660530315596,1000
-Linear,LGBM Clas.,0.95,0.9567,1.2694915853308952,0.2559912909682445,0.999,2.680517403176158,1000
-Linear,Logistic,0.9,0.90534,0.4776874641392367,0.11362720144689947,1.0,1.2021014808982184,1000
-Linear,Logistic,0.95,0.9505399999999999,0.5691997210197929,0.11362720144689947,0.996,1.2007226696609286,1000
-Linear,RF Clas.,0.9,0.91122,0.5134643281598085,0.11906161888403807,1.0,1.2933158587254148,1000
-Linear,RF Clas.,0.95,0.95521,0.6118304839102687,0.11906161888403807,1.0,1.2923682725270258,1000
-RF Regr.,Logistic,0.9,0.89883,0.4617571633800954,0.11143886684767142,0.997,1.165093904354102,1000
-RF Regr.,Logistic,0.95,0.94936,0.5502175968725668,0.11143886684767142,0.998,1.1641657405751544,1000
-RF Regr.,RF Clas.,0.9,0.9018999999999999,0.49638796465577406,0.11812020692019015,1.0,1.2489623144139728,1000
-RF Regr.,RF Clas.,0.95,0.94932,0.5914827417729625,0.11812020692019015,0.999,1.2486145265039033,1000
+LGBM Regr.,LGBM Clas.,0.9,0.92402,1.0438842270940178,0.23965860666760463,0.97,1.7562600885997204,1000
+LGBM Regr.,LGBM Clas.,0.95,0.96475,1.2438647765428603,0.23965860666760463,0.971,1.7547772992932296,1000
+LGBM Regr.,Logistic,0.9,0.89791,0.4588360382851092,0.11059867069265111,0.941,0.771732162768498,1000
+LGBM Regr.,Logistic,0.95,0.94625,0.546736861634672,0.11059867069265111,0.941,0.772526839318402,1000
+Linear,LGBM Clas.,0.9,0.9050499999999999,1.0390438019787018,0.24952988918005253,0.953,1.7497239109348635,1000
+Linear,LGBM Clas.,0.95,0.95431,1.238097054272359,0.24952988918005253,0.955,1.750159626740083,1000
+Linear,Logistic,0.9,0.8968700000000001,0.4760524994633335,0.11424035017689979,0.937,0.8037721708602411,1000
+Linear,Logistic,0.95,0.9490299999999999,0.5672515404472124,0.11424035017689979,0.943,0.8033275797261291,1000
+Linear,RF Clas.,0.9,0.90398,0.5079458781734679,0.11963985145990708,0.939,0.8565789636312426,1000
+Linear,RF Clas.,0.95,0.95252,0.6052548451747061,0.11963985145990708,0.941,0.8564492591301055,1000
+RF Regr.,Logistic,0.9,0.89879,0.4593081650162346,0.11020772535113972,0.931,0.7726413526159014,1000
+RF Regr.,Logistic,0.95,0.94794,0.5472994353336215,0.11020772535113972,0.928,0.7725174212186875,1000
+RF Regr.,RF Clas.,0.9,0.90283,0.4939667895156676,0.11696365456942968,0.93,0.8298418626927668,1000
+RF Regr.,RF Clas.,0.95,0.95159,0.5885977336499799,0.11696365456942968,0.931,0.830228246434023,1000

results/irm/irm_cate_metadata.csv

@@ -1,2 +1,2 @@
 DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
-0.12.dev0,IRMCATECoverageSimulation,2025-12-04 18:31,81.88368842999141,3.12.3,scripts/irm/irm_cate_config.yml
+0.11.5.dev55,IRMCATECoverageSimulation,2026-08-10 11:53,80.29540002743403,3.12.3,scripts/irm/irm_cate_config.yml

results/irm/irm_gate_coverage.csv

@@ -1,15 +1,15 @@
 Learner g,Learner m,level,Coverage,CI Length,Bias,Uniform Coverage,Uniform CI Length,repetition
-LGBM Regr.,LGBM Clas.,0.9,0.9386666666666666,0.8559513177443687,0.1937643264532876,1.0,2.006280185703383,1000
-LGBM Regr.,LGBM Clas.,0.95,0.9703333333333334,1.0199289029795582,0.1937643264532876,0.999,2.0155442343424883,1000
-LGBM Regr.,Logistic,0.9,0.9066666666666666,0.40149436064143407,0.09408161185194555,0.999,0.9449920639738041,1000
-LGBM Regr.,Logistic,0.95,0.947,0.4784100384127144,0.09408161185194555,0.997,0.9432948190496762,1000
-Linear,LGBM Clas.,0.9,0.916,0.8565340550805809,0.19475726876642258,1.0,2.0099798454237723,1000
-Linear,LGBM Clas.,0.95,0.9683333333333334,1.0206232773437618,0.19475726876642258,1.0,2.012306077187581,1000
-Linear,Logistic,0.9,0.9096666666666666,0.4187055393390181,0.09576110520986783,0.998,0.9871284997732542,1000
-Linear,Logistic,0.95,0.9573333333333334,0.49891842276133763,0.09576110520986783,0.998,0.9832531417484586,1000
-Linear,RF Clas.,0.9,0.912,0.4432050057206287,0.10020711620099187,0.998,1.0443477449082788,1000
-Linear,RF Clas.,0.95,0.96,0.528111337536011,0.10020711620099187,0.998,1.043185424691669,1000
-RF Regr.,Logistic,0.9,0.909,0.40204415185082115,0.09401292200323333,0.997,0.9441304263307014,1000
-RF Regr.,Logistic,0.95,0.9513333333333334,0.4790651550454403,0.09401292200323333,0.998,0.9459424215336382,1000
-RF Regr.,RF Clas.,0.9,0.9106666666666666,0.4240128937078121,0.09786079181797877,0.999,0.999003996144668,1000
-RF Regr.,RF Clas.,0.95,0.9546666666666667,0.5052425255541841,0.09786079181797877,0.999,0.9978199943917729,1000
+LGBM Regr.,LGBM Clas.,0.9,0.9316666666666666,0.8516665340271318,0.18876885372193195,0.976,1.235416006109316,1000
+LGBM Regr.,LGBM Clas.,0.95,0.974,1.0148232682715677,0.18876885372193195,0.978,1.2363372368457708,1000
+LGBM Regr.,Logistic,0.9,0.8963333333333334,0.4011207089115166,0.09622891248905781,0.954,0.581494549570086,1000
+LGBM Regr.,Logistic,0.95,0.9493333333333334,0.4779648049150952,0.09622891248905781,0.949,0.5819196362731412,1000
+Linear,LGBM Clas.,0.9,0.9193333333333333,0.8481044621699061,0.19329879265724492,0.977,1.2287570108017074,1000
+Linear,LGBM Clas.,0.95,0.964,1.0105787978602732,0.19329879265724492,0.975,1.2296874709801973,1000
+Linear,Logistic,0.9,0.9086666666666666,0.4183697818472865,0.09777377454884399,0.962,0.6070331766204055,1000
+Linear,Logistic,0.95,0.9553333333333334,0.49851834303354264,0.09777377454884399,0.96,0.6068276743757652,1000
+Linear,RF Clas.,0.9,0.925,0.4422779976144137,0.10012118051553687,0.969,0.6410400697342276,1000
+Linear,RF Clas.,0.95,0.9653333333333334,0.5270067392472711,0.10012118051553687,0.969,0.6415102210915807,1000
+RF Regr.,Logistic,0.9,0.9043333333333333,0.40049417560179035,0.09567597070460675,0.954,0.5810929242816404,1000
+RF Regr.,Logistic,0.95,0.958,0.4772182444296774,0.09567597070460675,0.951,0.5806745585458496,1000
+RF Regr.,RF Clas.,0.9,0.907,0.42244192294607386,0.09976716996906283,0.957,0.6130114238150348,1000
+RF Regr.,RF Clas.,0.95,0.9553333333333334,0.5033705984335449,0.09976716996906283,0.955,0.6129727415565359,1000

results/irm/irm_gate_metadata.csv

@@ -1,2 +1,2 @@
 DoubleML Version,Script,Date,Total Runtime (minutes),Python Version,Config File
-0.12.dev0,IRMGATECoverageSimulation,2025-12-04 18:30,81.06913734674454,3.12.3,scripts/irm/irm_gate_config.yml
+0.11.5.dev55,IRMGATECoverageSimulation,2026-08-10 11:53,80.16719218492509,3.12.3,scripts/irm/irm_gate_config.yml

results/plm/lplr_ate_coverage.csv

@@ -1,13 +1,13 @@
 Learner m,Learner M,Learner t,Score,level,Coverage,CI Length,Bias,repetition
-LGBM Regr.,LGBM Clas.,LGBM Regr.,instrument,0.9,0.9,0.6534565055513932,0.16336115980855923,500
-LGBM Regr.,LGBM Clas.,LGBM Regr.,instrument,0.95,0.956,0.7786414519557212,0.16336115980855923,500
-LGBM Regr.,LGBM Clas.,LGBM Regr.,nuisance_space,0.9,0.9,0.587173331700569,0.14523265588039966,500
-LGBM Regr.,LGBM Clas.,LGBM Regr.,nuisance_space,0.95,0.948,0.6996601788503451,0.14523265588039966,500
-LassoCV,Logistic,LassoCV,instrument,0.9,0.85,0.5909860504305657,0.16604923608569636,500
-LassoCV,Logistic,LassoCV,instrument,0.95,0.92,0.7042033134317637,0.16604923608569636,500
-LassoCV,Logistic,LassoCV,nuisance_space,0.9,0.872,0.5743427245911767,0.1561191992391632,500
-LassoCV,Logistic,LassoCV,nuisance_space,0.95,0.934,0.6843715674978567,0.1561191992391632,500
-RF Regr.,RF Clas.,RF Regr.,instrument,0.9,0.896,0.3948609235155087,0.09705489730756603,500
-RF Regr.,RF Clas.,RF Regr.,instrument,0.95,0.95,0.4705058105546887,0.09705489730756603,500
-RF Regr.,RF Clas.,RF Regr.,nuisance_space,0.9,0.892,0.38159441513135645,0.09629310976419707,500
-RF Regr.,RF Clas.,RF Regr.,nuisance_space,0.95,0.936,0.4546977907968892,0.09629310976419707,500
+LGBM Regr.,LGBM Clas.,LGBM Regr.,instrument,0.9,0.91,0.6531602206391924,0.16427181512445194,500
+LGBM Regr.,LGBM Clas.,LGBM Regr.,instrument,0.95,0.956,0.7782884067074626,0.16427181512445194,500
+LGBM Regr.,LGBM Clas.,LGBM Regr.,nuisance_space,0.9,0.894,0.5816668331124476,0.14592012010132824,500
+LGBM Regr.,LGBM Clas.,LGBM Regr.,nuisance_space,0.95,0.944,0.6930987810841251,0.14592012010132824,500
+LassoCV,Logistic,LassoCV,instrument,0.9,0.84,0.589697149264332,0.1650792519980431,500
+LassoCV,Logistic,LassoCV,instrument,0.95,0.916,0.7026674929647888,0.1650792519980431,500
+LassoCV,Logistic,LassoCV,nuisance_space,0.9,0.87,0.5711754628763093,0.15108878564194908,500
+LassoCV,Logistic,LassoCV,nuisance_space,0.95,0.93,0.6805975423876357,0.15108878564194908,500
+RF Regr.,RF Clas.,RF Regr.,instrument,0.9,0.9,0.39259843344394596,0.09684519332319126,500
+RF Regr.,RF Clas.,RF Regr.,instrument,0.95,0.932,0.46780988735338774,0.09684519332319126,500
+RF Regr.,RF Clas.,RF Regr.,nuisance_space,0.9,0.882,0.3796710466184269,0.09722576191179358,500
+RF Regr.,RF Clas.,RF Regr.,nuisance_space,0.95,0.934,0.45240595585633764,0.09722576191179358,500