depth,rule,lr,trials,stable_trials,mean_final_loss,median_final_loss 1,BP,0.00025,4,4,3.002349526471135,2.9762134799324538 1,BP,0.0005,4,4,2.6567091599758648,2.623448778429661 1,BP,0.001,4,4,2.2818660122585372,2.289624884601797 1,BP,0.002,4,4,1.9255545233366025,1.9234216972832363 1,BP,0.004,4,4,1.6575422580157126,1.6479781361713672 1,BP,0.008,4,4,1.4481661784570838,1.4420236901404837 1,BP,0.016,4,4,1.2317471146507288,1.2297908755600153 1,BP,0.032,4,4,0.9619807705493034,0.9552334287621573 1,BP,0.064,4,4,0.6214410617227575,0.6208793042572307 1,BP,0.128,4,4,0.30742074195547364,0.3004243551822984 1,BP,0.256,4,0,inf,inf 1,FA,0.00025,16,16,3.042837956305016,3.0208457184170445 1,FA,0.0005,16,16,2.713456913311785,2.6747805626631544 1,FA,0.001,16,16,2.3485304645006915,2.3518345561075114 1,FA,0.002,16,16,1.9899670008705708,1.9908909818886142 1,FA,0.004,16,16,1.7214507828579084,1.713252156906619 1,FA,0.008,16,16,1.5281324808188774,1.5221788091791026 1,FA,0.016,16,16,1.3455563044964447,1.346241713671136 1,FA,0.032,16,16,1.1326268560114385,1.1391470525871423 1,FA,0.064,16,16,0.8549373991400672,0.8541691558869176 1,FA,0.128,16,0,inf,inf 1,FA,0.256,16,0,inf,inf 2,BP,0.00025,4,4,2.4647509601989928,2.391706860995122 2,BP,0.0005,4,4,2.2453083920417916,2.1866801568204264 2,BP,0.001,4,4,1.9935030658429749,1.9473585704410135 2,BP,0.002,4,4,1.7339364819430836,1.7124003890699135 2,BP,0.004,4,4,1.48327857424105,1.4902978449342785 2,BP,0.008,4,4,1.216784217424649,1.2192918927522354 2,BP,0.016,4,4,0.8724328629772632,0.8657674781726008 2,BP,0.032,4,4,0.4419204771376316,0.4396696203218326 2,BP,0.064,4,4,0.17996776193293426,0.16761757063873123 2,BP,0.128,4,4,0.15066040764651517,0.152191359776759 2,BP,0.256,4,4,0.37385936141020226,0.4134357647347162 2,FA,0.00025,16,16,2.602593853588786,2.513700509042686 2,FA,0.0005,16,16,2.421051997460601,2.343136235585832 2,FA,0.001,16,16,2.209428656723037,2.1420596357302104 2,FA,0.002,16,16,1.9579258510708821,1.9104201754219043 2,FA,0.004,16,16,1.7114067545198033,1.6988860591248818 2,FA,0.008,16,16,1.472488035531476,1.481334114550061 2,FA,0.016,16,16,1.1727259594816593,1.1691310810238518 2,FA,0.032,16,16,0.7523878783447601,0.7465623405764749 2,FA,0.064,16,11,2.7511389132433752,1.8886299462632061 2,FA,0.128,16,9,2.2205488856324855,1.7957985838198889 2,FA,0.256,16,11,1.748484048480941,1.8276686729839478 3,BP,0.00025,4,4,2.370389919824359,2.3951510758931436 3,BP,0.0005,4,4,2.1471649642236423,2.1616961692537524 3,BP,0.001,4,4,1.899617919731365,1.8912374202659366 3,BP,0.002,4,4,1.6470557091701685,1.6363296882272875 3,BP,0.004,4,4,1.3845270487960801,1.382199560006839 3,BP,0.008,4,4,1.0606405165859127,1.0626376766700503 3,BP,0.016,4,4,0.6315121541272555,0.6384197188888292 3,BP,0.032,4,4,0.26308948330232107,0.2669328729183956 3,BP,0.064,4,4,0.10353962199928482,0.09214606643046784 3,BP,0.128,4,4,0.10593684434053342,0.05540822255240588 3,BP,0.256,4,3,0.2641884326639962,0.31947379941870957 3,FA,0.00025,16,16,2.5683579722886964,2.5714861283678516 3,FA,0.0005,16,16,2.39606947813066,2.4085148446220144 3,FA,0.001,16,16,2.188309416282321,2.1839324396180038 3,FA,0.002,16,16,1.953754914685472,1.9460845845661932 3,FA,0.004,16,16,1.7356175249651584,1.7329600285049596 3,FA,0.008,16,16,1.5130709687762358,1.5169544270264599 3,FA,0.016,16,16,1.2100038163142133,1.2051848028336187 3,FA,0.032,16,8,1.6669580034517069,1.6449712488600936 3,FA,0.064,16,5,1.8179394567067806,1.8670833295303786 3,FA,0.128,16,2,1.8857659255636054,1.8857659255636054 3,FA,0.256,16,0,inf,inf 4,BP,0.00025,4,4,2.112899949429914,2.1076920089686597 4,BP,0.0005,4,4,1.9555231016302286,1.9491978599405808 4,BP,0.001,4,4,1.7668159686874574,1.7610537424414274 4,BP,0.002,4,4,1.5472851748036116,1.553851385715976 4,BP,0.004,4,4,1.2739968206814192,1.2782225102506213 4,BP,0.008,4,4,0.8988594268494243,0.9127945988126622 4,BP,0.016,4,4,0.47374772071063553,0.48269929924411015 4,BP,0.032,4,4,0.23119188865013718,0.2357502702179801 4,BP,0.064,4,4,0.07881822292007758,0.07254956526470105 4,BP,0.128,4,4,0.1658113691439669,0.19683251965782375 4,BP,0.256,4,0,inf,inf 4,FA,0.00025,16,16,2.3088023964047846,2.2713091094118907 4,FA,0.0005,16,16,2.219859101131633,2.1851242796813706 4,FA,0.001,16,16,2.1130012545004675,2.080966831123186 4,FA,0.002,16,16,1.9646566930135245,1.9397757955382908 4,FA,0.004,16,16,1.7753135645298666,1.7766118890134022 4,FA,0.008,16,16,1.5560084994645789,1.5549330806620594 4,FA,0.016,16,16,1.301218076372893,1.2572647478268708 4,FA,0.032,16,1,1.7868054708446128,1.7868054708446128 4,FA,0.064,16,1,1.8886299462632061,1.8886299462632061 4,FA,0.128,16,0,inf,inf 4,FA,0.256,16,0,inf,inf 6,BP,0.00025,4,4,2.0005920371616157,1.9850168930592973 6,BP,0.0005,4,4,1.8612191867543388,1.8507772015064003 6,BP,0.001,4,4,1.7033490941529574,1.7040013640520795 6,BP,0.002,4,4,1.5062576274669768,1.515978674780145 6,BP,0.004,4,4,1.2226998638785973,1.2279215195751267 6,BP,0.008,4,4,0.7782022411764644,0.7731199877320307 6,BP,0.016,4,4,0.42553278613619194,0.4465482189788538 6,BP,0.032,4,4,0.17112475699784926,0.16455918248276258 6,BP,0.064,4,4,0.07178262852233722,0.04964242811728051 6,BP,0.128,4,3,0.07317917653277535,0.07486627963639608 6,BP,0.256,4,0,inf,inf 6,FA,0.00025,16,16,2.271305814164129,2.233442306380502 6,FA,0.0005,16,16,2.168290849849889,2.120807020318049 6,FA,0.001,16,16,2.0746805023693304,2.050018624890119 6,FA,0.002,16,16,1.9723789475610038,1.9732558074243427 6,FA,0.004,16,16,1.8591612025369737,1.8634389280930992 6,FA,0.008,16,16,1.6796586590684897,1.6929735770213332 6,FA,0.016,16,3,3.0861950452592075,1.5813396362654073 6,FA,0.032,16,0,inf,inf 6,FA,0.064,16,0,inf,inf 6,FA,0.128,16,0,inf,inf 6,FA,0.256,16,0,inf,inf